{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 傅里叶变换"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. 傅里叶变换简介"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 我们生活在时间的世界中，早上7:00起来吃早饭，8:00去挤地铁，9:00开始上班。。。以时间为参照就是时域分析。\n",
    "\n",
    "② 但是在频域中一切都是静止的！( 每天都吃早饭，每个工作日都挤地铁。。。频域更关心做这件事的频率是多少。)\n",
    "\n",
    "参考文献：https://zhuanlan.zhihu.com/p/19763358"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. 傅里叶变换作用"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 高频：变化剧烈的灰度分量，例如边界礁石。\n",
    "\n",
    "② 低频：变化缓慢的灰度分量，例如一片大海。\n",
    "\n",
    "③ 高通滤波器：只保留高频，会使得图像细节增强。高频边界锐化了，增强了，细节更明显了。\n",
    "\n",
    "④ 低通滤波器：只保留低频，会使得图像模糊。低频信息保留下来了，高频信息没了，图像边界会变得模糊了。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① opencv 中主要就是 cv2.dft() 执行傅里叶变换到频域中 和 cv2.idft() 执行逆傅里叶变换，输入图像需要先转换成 np.float32 格式。\n",
    "\n",
    "② 得到的结果中频率为 0 的部分会在左上角，通常要转换到中心位置，可以通过 shift 变换来实现。\n",
    "\n",
    "③ cv2.dft() 返回的结果是双通道的 ( 实部，虚部 )，通常还需要转换成图像格式才能展示(0,255)像素值。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3. 傅里叶变换"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ZoIF4hiRJtLW1pZWVFfX29gbyHxgY0GOPPabZ2VmtrKyEMCdJomKx2Oa58Pzcw9+P6/Gsly5d0muvvRaI86hGLpfT3t6eoCFAncw9CiWXywX6q1QqoXi7urq0s7OjNE21u7sbewAjKbVku1KpqKenR7VaLYwS3t/+/r5GRkZCqaB0Ozs71d3d3SY3fX19oVz39/cDsfEu0ElSU+Y7OzvVaDQC4YLuMIYoGRQl74myl5rGt1arqVQqxe+KxaK2trZCJjY3N1UqlVSr1dTT06N6va6+vr42oFMsFlUqlbS9vR2G4uDgIOYY5Vir1VSv18PjStM0lDVzikwhywcHB6F0Ozs7w+hhGGq1WrwT74DiRolKir3Eu2PomFv0B7oNtF6tVjU0NNRG191R9u5WWLP8lCsgEBiL7gjLFcFh3EzWBc8qUv+bz/jIKlKGK0SeERffv+eKyRVZ9h5+/yy/xWey30N4HLGCOLI8o8+RK2KeBwUM0nHDxHpk7+0eymHP7wqzXq9rfn5eGxsbYTSTJNHY2JjOnTsXAuuejAtbFm1jLHEf2eTnz5/Xc889p62trVBGRzkGBgbCjU+SJBRK1vOqVqvq6OhQZ2dnKA/WDM9EUig/kBOIv7OzM5QNqNq9s1qtpr29PW1sbGhvby/mDxQJ8tzb29Pm5qbq9XrQW8iUe3JuiFFStVpNlUollNvBwUFQgbjWWW8G1Of0I89dKpWUz+d1cHCgUqkUn8EL2NvbU1dXlzo6OsLY7u7uBmDr6+tTqVQKhYrXAe3o79Hd3R0oF0Owt7enzs5mq5bd3V1J0uDgoGq1GvyrdnZ2VC6XwztgoNB5FpBtLpcL72V/f197e3uxttAnzOXGxkZcr6enR9vb29rZabYDYS5vN+5aAbuiySogR7QoXayYo0V4HBQ2ri4KwJU2v+eavDj/Poza8D+OLg+jQ0Ap/gcBZsJ5DwTY3a47udwoJ1f+KHuuBZLl+9k56OjoaLtWPp9v20D+rlklG4tsQRPnfbNKGDS8vb2t+fn5UPJp2uQuH3roIU1NTbW9u8+N88kgKxQV3L0kXbhwQa+99lpsHFccRzFwb0FG29vb2tvbC1QE4mGO2Yzb29vBiSZJov7+fg0ODmp9fT1QHgBgd3dX29vbwWcyd1yzq6tL/f392t/fV5Ik6uzsVF9fX9wbpL2/v69CodDG8cIJgxR5H6gkeNH9/X1tb28rSRLt7OyEoSmVSm0KHoWLDPIuyEt2r/D+0AcY2/7+/pDHtbU1HRwcBIrku66g8vl8uPAoX55RUhgblBvfIy7R09OjUqmkrq6utmeDBoEvXlpaivmHj97c3AzDtr+/r42NDW1sbMQcg3IltRlOSfHzYrGorq6ukBXnrG8re3crrFmEhgA7ynFFgjJB+TYaDe3v76tarYZVzSpRrskkZ5UvigyKIPs8rvQQclfYDJ7JOc1spBoezY2CvxefRWGDiBzNu6L0+7tCdDTrhsznMqtA/bqHoXg+w3ey1/Dn8L9zuZyWlpa0vr4emyaXy2lkZERPPvlkuLNcA0Thz0AAEUMD0nr11Vf15ptvBvLY3d0NpXKUA0WA0ioUCtrc3JTUolIcdfG8UDCSwh0dGhpSpVKJzewGxvlLFB2olnWtVCqxwVH4yHqxWNTa2loYtYODgzYFC4IsFAptAbckSTQ83Dz9h2BbZ2encrlmlJ71BKE7EECOXLHl83n19/cHwAIJ7uzsxGd551KppOHh4TDauPnITS6XU3d3d6DPvb097e7uBjVB1hQIFcoESsI9wkKhoK2trTYPs6OjQxMTE2FgXSfB/TunLkmdnZ3q6urS7u5uGCEHFnhLvb29gbbZ+x0dHUHheXD8ULm7W0HNBqsOQ7ZZVJhFXQgrf7Nxsd7+e36OgmKjeGaCK6osInRl488NssnSHwg+1pZ3yFIHrkydTyYYwXMx3G1huPL1eXRjwzPBiTn144o+y1czd4ddm//7dbI89MHBgW7evKmhoaHwTgqFgmZmZnTmzBm99NJL8a7Ihb+zK518Pq9KpaLXXntNL774YpsxymZGHMVg05D1AB/b09MTm5znBa3C+VUqzcMWQG9Sa4+A+nd3dwOg8J7wu2xSSeHVdHV1BYXB/KBoQYbQBSiz3d1d9fT0xF7gfigKUDsGxD1MDCogore3VwcHB6GQdnd3g+dGAYKWu7u74/18b0hqAwFbW1sqlUrBkYMUnUrjesQ+mEvWoL+/P/YC77S3t6fe3t4wQAcHB5FZwbpIir0DKgYowoPncjnt7Owol8tpc3Mz0DzZEXDaGBxJQWm4HIPYMeLfSwHfNQJ2peY0guenOtpyROffcYXtiM/Rmm+QwxRpVpm7QjuMluAzKHpXoDyno7YsKkNAHdE7p4xCy2ZIZLkzf1a/Nn+7MDtd4e/OtRAIn2+/X1ahu0HMrqH/LE1TLS4uRrogCr6/v18f+MAHNDk52ZY+xIbx62OwarWaLly4oJdffrltI3g039/xKIangKGQcf/7+vrCvQUMdHV1KUkS7e/vh0fHWvlmxBX3wDRBM9AaKVrwsATAenp6QuF4+t/g4GAYAiL+pEs5J4xrDPXT09MTHHa9Xo/siP39/ZCD/f39tuASQV5ceYJ9SZJEmhXPnsu1UvFIQ0Pe4WI9Q4e96IbJsyzW1tZC+UOzQAUge4ODg4Hka7WaBgYG2rJOWBNoElCrpJh3pyHTNA3qhzniGoAs9geZMuga9AKGnJS3OwGLu1LArvhckSKokt622Z0awOoeRjn47z1PMYsYpbcH7zyI4+gYZYR1dc6Sz/pwF90tnU+go04WBgTj2QGuKKVWMMxRAnOQVcSOCPzdPXHcqRBHGllaxJ87e42s4CBcPG+9Xtfs7GzkSkpNt3FyclKPP/54BIyckkEOQFa1Wk2vvvqqXnzxRe3vN9vbeqYMBhMlcRQDww+KBRyQZsRcotDcOwKpYkB6enpiTpAHlC37hIARgR7moqenJ5Q2ihCqDn5SalFMlUollCS8Ksagu7s70qs8i8EzN+C5Xc67urreFkiVWuDDswJI0XIFBg2CcWIO4INLpZI2Nze1tLQU+xbkjyIuFovq6enR8PCwenp6AunzTgTGMIgOmDY3N4PnJsbgufSs397eXhgiaA8HhiDkjY2NQOk7Ozva3t4O/UFAENTuMS2pSWNk9cDbZO9uhdXzSqWWeyypTcE5YssOuC9PTYOL9cXMokRehs/6Zw4LpmW5V+dTXYm7wgTRIXQ+HGH7e7pBcXc+qwD5XJYqkFpKwNGru+kgBjdM/p4eFHNaxykUqYWaERaGGzN/37W1Nc3NzbUFBru6uvTQQw/pvvvuC/SbDbi68n3ppZdCeTgCcuQDGjmKwZxBK4DyyFRAuQ0ODralX/HOKAVXFhRosMEdWBDQgvYglcyDkigWMgNYFxQKc7W9vS1JgQDJxUXJdHd3R3YCWQ/Z/esy5XKdy+W0srIiqSkfoFA+B/3Bd0HjGFgMD88GldDT0xPflRTKGdCB8Wf+4Lp5TxQfvycTAiNGUBFDhuKFYoCfZp4xgPDiGDa8DfKd8VCyQTV0xsHBgcrlcihzlPWd5PquOOAsl4v7yAO44nALijLwB/ZFdyXrHLCjWFw//71TBwg3v/PrZdF01rp7oMrfle+6EssqKZQZG5P/eyqP0yn+zv68GBMUrac34SLyXD5AILyr87tZhO2GzeeLOfBnZU6q1aoWFxc1OTkZmylJEg0ODuqDH/ygFhYWQsCZp56eHu3v70eeLwLM5ocbc+R+lBREmqaxKev1ulZXVwNUkMMqqS0tDFdearqyGBwqtkZHR9uQshtcFL0rVfhQSW3yRtoWlV5eYVcqlcJdRkkBblB0kiJLheILkKfnAbt8oewoCgHwsHbu8fp33QNy72B/fz/ujQyR4eAUAfsCDyLrbTNvGCqQP5k2XAPjwJwTLCQXuNFoBDrd39+PdXEk7u/a29sblJBTVPDaKHUqezHg5CTfadyVAnYFhqsEcnAFjLXIbnRHkFkFhJL1QBFKwINzrnS5Jj/n/y4sWaXMxkGo3IVpNBptiAOB8sTr7u7uqOZxy0cpJ5vT+SK37I7anSbwQJ7TBSBHhNqDJb4uCLLPoSNln38MklNC/GFz8h3curm5ueAkmdtTp07p9OnTeuWVV0IJEKm+fPmyXn755ZAL3FLP6+Q5feMexWDTE4kvFAoaGBgIBSopKAGpPXrv84TSqNVqwc/CA0oKZYdb7kExNv3Ozk6gYH7mhqlcLqtarWpycjLSsbJZOqBPfg/PipLe398PBUh6Fsqb6jPe2SvAPN0KWff3IzjnAUw8Jir9tre3Va/XIyMD4+WeHkYMWatWq208L3OIt4Lic4AGaKEC1TldpzJJNWQtAEGVSiXeg30DyEIxkweOkQA8VSoVdXR0tJVc3268IwSMK8NDOT8ltZLQEVIXVFww52mZfDalIzrui2IhKOBulCuvLPL2Z5daxDzf43codfIiCXjwd5Ik6u3tbStNxS3j35ubm9rY2NDCwoLW1tbCECAcvJM/J+/qtAUbHTTNvxmHIUVHkFn6xzlwR2KemM/nsnw0yvjmzZs6duxYbASCU0899ZQWFha0s7MTa3jx4sXIkuD9napiQ4DUWN/D6Kr3YhCYAU3xLORbDw4OBoXghSgdHR2qVqsRnd/c3IwgGu+OW54toIHnpOQWWahUKrF/SFFjg0vNNSWYtrW1pYGBgVCM+XxeXV1dIY+O7HO5XPR0QKlgdOB9yRNGpjEU0EwoGc9VZk64B/nF7FPv4UCGB3QFslEul+O9yLTgWt6jgeeRWrJKUQxUDsiYz6Jbtre3I7d6e3s7FGiapsGN+zx3dXXFejhiduqPfU0vDAKwtVpNu7u76u3tfZsBzY67RsCgFTYbbgCChRA4j5PlRBFmvyabPctBssDuth/m8nAtd1myVITfn5+hhEAnnZ2dbUQ/kzwwMBBpKCheLCfGZ2BgQENDQzp58qT29vZ08+ZN3bhxQ1tbW22ZIgiGGxHmyOcsyyE7r+segFM1rmD9M65MmSMXJqmVqsN1fH0qlYquXbsW+Y0ol+PHj+vxxx/Xs88+q3w+r8uXLwft4O4o13Nlz30wikdFQTBAW7lcK21ra2urjdKp1Zr1/WmaamdnJ2Rif39f3d3dbUZTUkTEHZHheYHsOjs7gzccGhqKZ4BzhdIh3ater2t7ezt+jntPoxu/D4qQ5yDwxtog6+Sxkv8qKTjUvb09DQwMtO0t/qDIceelZrYFmQog0DRNw8iR0oZHiOdBihopduQdu77gnoAjUgRJQfPUSKcxpJZ8EwSFNnDaBR4f2aTPBPpOahpGKvngjTG6GBkQ9Pfy7N5RHjCuEYG0/f39EFTq6N2agL4c5TCpnmDtismv4SgZheHKi3tIrS5FfJ/7Ot/IZ1HuKAisLRvNXc5arRYoj8AMyIbnJBBA/uDw8LAefvhhXbp0SefPn29Lys/y41mUikLKZnG4EfLUMZ+L7OeyytmNn1MU/jsGm6TRaOjGjRsaHR2NTnfM2ZNPPqn5+Xm98MIL0duB58OF9bWD3nEqKIu+38uB4eeZeWcq3WiygjJBWXZ1dUWghdQwuEp6PrB27srjCiMzGCtPNyNqT7pbmqahBEF4vb29WllZabs+BpQBkODalUol7getgJJ25cR1XImCKslIoBrPFTjKl2tDwziSJ3+3v7+/rYeJ02MoUvKlpaZyRKExbwy+x/y6V4MizQbuoW7gbT2GI7UUNtSee848K8/g/TgkhWHxlNLDxjvKgsDCkAdYLpe1ubkZyjRrIX044nVBIXjgMJ/JyCJXVxr83K2k5wn65+HHent7NTIyoqGhIUkKBItBwF0k/1FSW/4h7w3/6/y0W0qUzNmzZ/Xxj39c4+Pj4WJhvPjD5/kbA8BcMT+HeRFSuwHi9/7+blT8utngpCNf7uub4vLly1G2ilIfHh7WqVOn9Morr0QurRtdp6B4VuTkKBWvDwJsUqsfAwEuqRmpd04PhAzXS+wA5IoiQm7wmlB8SdJM+err62srX/VmMqSRQSWA+OiUtr29HalayB2luuxHeFr2G++BESFeUa83m+Z4e0j3NqEBsumDIFr2lKdlwe163ws8ZVqqosAwPATBHH1T0AIIgtumSRH3Af1LCs+VvhEY+mxWBfsKozA7O9tWSEEfCeYSlI/ngkGhzwVcujf/yYIaH3fNAYN8SEDf2dnR6upqLASfc+SapQI8KEEgC2XnKBGLxOdxtxyZOvd7mGuPUgWNjI6OhpCTbsL78G7wcFwDzoxrE1HO9jJgEzjKZlMfO3ZMH//4x3X+/Hm99tprwUlBr3hw0YNmbMBs9dJhfK8rTFd4uPlZw+R8NPfm2lnlyxpsbGzo+vXrwTUiE7Ozs9GUxJUM8wEywUtAmYG+3HC91wN+H4XivQ/6+voCWLhbzBxTdrq7uxuutGcRoBxIFyPIhbwhJwSH6KGLxwZ1gVJjj6Gs8PiI5pMqBdUDVw/S47nZD85RI0v8v1wuR3qWB8tQ8lTfUa6LMWUekCcADsFBUKUHy0kbKxaL2tzcDDpiYGAg0CTvynuyV0DbHR0d2tjYCE/BvTe8LeeOmTfWolqtanx8vC1Qh7FbWFgIA1Uul8PQ+rp7iT7yAp10u/GOFDCRVJpWLC8vt2UcZHnILHkttaNWNjnowlHYYQoNZYAixkXy73qxRUdHh0ZGRnTx4sVI63EulI0ltRdTgMDdjfHae4yBbzR35+CLqa/P5/M6e/asRkZG9OKLL+rmzZtt7pEHBX24gmYOGAjwYUrfqQ2PKPPZO9E9GFGplXnC39evX9fo6Gik55w/f16/8iu/0nY93Nk0TUMY2YjwnwgnG8Tf670cIBVaTIJms9wfSgwZGBwcVKPRiN4KzK3HFQjieOC5VqtF0Ic1wqVH0RLAkhS9H6T2vNe+vr6gBD02gdKjy1mh0Gzes7q6qoGBgbZAHXuQ6xN88xQsAEpPT0/MDQjPuW/n8slOwKAAtAA4fX19bYU5ZINgnFGIfM+b5CMzPCvcuCSNjo7GnELhoODxBnhXnnl4eDhS36i6I76DLhgdHY1/E3BD6SMXHkwFlHGv2427VsAoyoODg+gdu76+rpGRkRBmV6AILn+w7AiT1MpGcGTsqIyfeRqXc72Osh1JMhk9PT26fv16NDlBUJyXzLrsKCmQBdYSy+e1+mw0R3LOefNvNvrExIQ+8YlP6MUXX9Tzzz8fhL57GFll6xwun3WkmeVYeQ/3PnCR/RruOfDOrkT9WbhXvV7XjRs3NDY2pitXruif/tN/qrm5ubZqNowCa4oBQiBRxnCstFY8qgGd4JF8UDseD8qvt7c3lAq/Q0khoyiKrq4ubWxshCvM5sR745psYv5439np6em24CxIFr7Wg8UgcGgGlHBnZ6fGxsbaGsaQy+rxHNAcYAi+HgTK/aEzWDeXGQ/oIVsONAhsIbd8l65lkoJ2INcWQyK1gqVenIFyx9jxs3q93kb7cY3Ozs5I+WNuyXxgn29sbAQNRBri4OBgW5zAM77QLxhA5vlO466DcExupVLR+vq6FhcXwyXwgZVyJcrPuQ4LBt+C8nKOl03s/GTWbXak5yiMxd7a2lK5XI5NgxUk949NwfWgQxBWpyjcNUToXbGBuKW35yw7Guzu7taHPvQhDQ4O6mtf+1q4XHBhzn1Dw6CEvcbeg53cBwHAqPDHTxFwCiOriFE+DK7rG6VSqeiZZ57Rr/zKr+iNN95oo2GymSkeHQdZsN6Dg4Pa29tTuVz+nmjh+zVyuWZJ8ObmpjY3N6OhNqllgA42/u7ubjQU39ra0tDQkLq6ugIJeqZHo9GIAB0yhgKWpM3NzehNgGw6MAGd1uv14HIrlYp6e3tD4SOLXCNJklBcXAOUCAqEWmFkj+3B3aZpuvPjUsuDBalnqTOULJ8Fie7v76urqyuKXZgv0tMwLig8ZBaDwP5xg87v6BtBdgnGyD1Mf2e4e3hrBwAYWjwV0lMxztzf6TWAG0gY2XnXOGAeBH6Iem6E2AMqbGjIb37mCoGNCi/slpT78TfKh+u4W+yfd8SXpqmmpqZ0/vz5EOKs4nQhwZ3CcBDFzypAqlscNaEw3eJhWFw5Q2uQi3ju3Dn19/fr6tWreuWVV7S2thYNRdxFdaTuhQAYJ58Hnp/0QAYNVZxL9nRBN3LMn/PpvCeK6bd/+7d16dKlNoOH8eJ5QQJ+bAzeBwUAi4uLGhkZOTIF3Gg0QomQV0qAlR68IHZkkRzVgYEB5XLNtpoEyLwogD0DkmQevDR7e3s73Fqplf/NXBOrQLmAaHd2dkIxFAoFraysqFgsRvWao1Hnmj3Ni2Y6IGZJkfWRJEmcagFAwMCyz0CegBC4ZFfYKFBklwwInp1B0NLngmvSl8MDdJQzg3idH2YN1tfXNTo6GkaTZ2dN+Dx7AXno6OjQ2tpaeGcoaPRGT09PlIUTHMQ7kBSFGB7DOmzctQLe29vTzs6O1tfXo/G09PYIOsoYhMtnEEoUIi98WBDtMGXuE8V3WXznf5kAjASCgVLFJSFzAVfSE7hZfNxpv6cjGacBEDQUsW8q3pOEcNDuk08+qQ996EN64okn9PM///Ph+rhl9Wdw3pb5YUBj4IKVy+W26K9npzhXzHDU7gbNo8vValV/8id/oitXrsT3WBtP5cGD8BaDPEdvb6/6+vp07do1dXV16WMf+5h+//d//27E8V0deB0M3pP4As+PF4WXAWVEUr8fmImcwRsmSRLf2draUnd3dxwtxOZFGSIr7oV5uhSlscwp8lur1QK1emMh95R4P88lRum4MkIWnILwvQYvyxw46mYfcdhoR0dHVMF5hgJ7EiODQgPY8H7Dw8NtWQY8Dx3WPN1RajXcwSCSKeJ0JYFp5p53kZryDMePtwCAwPsg6IwBwHgzN729vRHAv924awVcqVS0tramxcXFNgXGRLrr7MEcrIdbHoTTBdU5R6mltF25O8cLbeGBEg9GcXoqGwIlhCB4pNnb8sHvedYDz+3J5W4snC7BCNBpqVgsRltDFh9EzPs++OCD+uhHP6ovfelLyufz4cpIreCgR1URpqyb44h4a2tL29vbwU+Bng6jIPz/PseOgNM01euvv67nnnuuLWjKWvBMIGBQE0gLQ0UAr6OjQx/4wAf0yCOP6Ctf+crdiOO7NlBgKByyYNI0jQYu/MFwe6aEoz5QXL1ej7VGlorFotbX1yNHfGtrqw0V4y7n8/kISrHxuT7pbTyXp24R2EKhoSiQD+SWPUK2gxsGDCfI2z0lR4hw0J2dndrc3IwAptQquXZARKYEMuwtMZ0agI4BdLiyd2OOvlleXo7aA/Ygf3geD44Csjz/n3lGTpl7nt2rYtEDxIFYexQtYE9SW4Ha7cZdK+CdnR0tLS1F13kvosimOPEd/vbfZTnf7H1QUCgpR9r+NxPn/Cd/b2xsBF3gSAA+1AUbAcWggNCx5i64/jyOIuGkyBDZ2tpSX19fcIRQLNAd7iaywX/sx35Mb731ll599dW2qLMbJzdwzoPznm4oarWa5ufnVS6XIweUd3TODoEGcXtGBJuvWCxqdXVV3/nOd1Qul+NzIHlfEwIc5K4i/KB/qelyPvHEE3riiSfe5mW8l8O5URQn78WGQvGhSAAbnutLKpukQKBeVFGr1XTs2LFQ9lBCBwcHWl5e1sDAgAYHB0N+UJJe/IPCcrRNGpYPkDX0COuAp+IB2yRJogLP5dIVIHKFgSiXy5GKKSkCgsQxUOLb29ttwTNHmRgAqdW+gGcGLWPsvMeu5+aDbCW1NbAi3Y3iKdbMM4D4OVwwOccuE+VyOSgovFYouJ2dHY2NjbVlO4GGOZvO98Vh464KMer1upaXl7W0tBQLJL39EE2ppRwc2fpAkWT5IueT4iFz7RVdPlz58h0sGdYH5cuzsHFYNDaEB+LccLhi9i5OjnhY/PX1da2trSlJEp04cULHjx+P4AwC7kEa3qlSqUQa0s/8zM9oamoqzibDent+YtaqItzMD/NCkGRpaUmLi4vRAJzPOJL3+fHAHgbx4OBA3/rWt7S4uBhC29HREULnCAQU524iOZXM5/ve9z499thjbc1gjmIwB6Sg8V4oPowgqYqgnbW1NRUKBQ0NDWlwcFCFQqsNI6gSZZDL5dpO1sAgSU3lMzg4GErS+yRQxOGxF8DPwcFB5OBnYw2Sgst2mWWeQX80i9/e3tbKykrMA/Pi9AqeFM9OahdoECXqniFz5vMGrYDx8OdGQULDSK1ubh0dHRoYGAiDT+1BoVCIghjkFdRLaTUUhQemmWP2ihsR1pKDOenbDFWFB4D3wfxynBLUh2d9HTbekQJ2WC69vadC1rV2jjcr9M7tcg8WIrsh/f9Zpe/XOzg4iHOuEH4QHu5OmqZxii0LxGd8A7ABCT6AXhEiT7NaXl7W/v6+pqendd9994VVdVfdg35wf+4NNBoNnThxQj/1Uz8VqIxgC/fMLmqWJmBOUSZSsxfqwsKCNjY2tL29Hc+U3bQ+n6wZQvfyyy/rwoULbciczYmXwGbBlURWss81Njam06dPR5rP90pY/34PvAxc493d3TixuVqtxpyhZHK55ukgUCt+HUnhJUEXSIqAHvslSZKQJWSrXq9HgBb3mA2OkkUpp2kawSzPioGH397eVnd3dwSMvEeLU4KkyCHjeDC4/bwjHgzoFATMdVBAuPhQDT4neL9SK/CN0WIemRP2JnsSxYlyO3bsWFwLA0U/YH7mSpB5xtBubm6GV4FhAbxVKpVo7E7/YWJgeDujo6Pa29sLz6lcLmtnZyc+572IbzfuioKo1WpaX1+PSXSX2l1hV5SHUQxxc4P7UquyzQNxDII38FS4EX4tj/S6wPrvUXxcz9EbhoDN4Z2/EEasswvS3NycqtWq7rvvPh0/frwtGIfSJ6ouKSLQIC0PpECFPPHEE/r0pz+t3//9348AhafTuKeAgcvOuStrDM7m5makfrlR4Xv+fd49l2s25n7++efD9QTdeGoVrhouPG4Yc8XfKF+S5iuVSmy0oxoEbCRFJ6skSbSyshIIFTnGDW40GsGzEhSCc/X8UtAXXCGUFxSVexgo2PX19QjEgmI3NzeDe3ZXHrlgX8Alp2mzQ5+XUXsAEc6YvcLxPtAb3AMqRWrqgIGBgTbFgiy6sZcUjekrlUqU/RPY3t3djVRQuokBdPBKuV+lUonnggaC5uA9HWB5HCbbY5k18ewRjC57kPnA8Hkchr8dabMH8BxoDEQQ707jrhWw1HJds5vfc+wQOHfl/W+PcPIzDx5xXf7PPVBAzl/yf5qjeKQVq8s1+Z33IHU3CK7JUbij8ey9r1+/rlKppDNnzsRmYjPj8nk7P4wMm805MBAPG/inf/qn9cgjj+iXf/mX9eabb6peb7Xz82ADm8qNnQcnmbvNzU3duHEjED9BBYwpFATXk1odsb7zne9ofn4+fk7FEM8CUiyVStENCrTCvOVyzf4G999/vwYHB2OTdHZ2qr+//25E8V0fnloltdKnRkdHQ84pashmpyDLKD+QIY103DWu1Wptx98QZIOPdG/NuUypWc6+sbER98R4o8icOsIQso8cVLAuZCdkg4ygUklhZJkjrp/P5yMQiLzTRgCOnznwFDX6D6PEaQkAMOro6Ajjs76+rhMnTkQ6oGdmUDTCHMInoxwlBSInl9eD2u55AZbwgCS1AUupWYJP8yDoEZ4hmznU398fufpc93bjroNwvsj8LHsDDxghvK5kXSEi7H6NLBJype1BL67jGQ2ej0cq0e24aBrzoAzZXE5voICz+c6NRrMEdWJiQqdOnWoTctAmi5jltH0jOA/rXCz82EMPPaS/+3f/rv7ZP/tnOn/+fCB3nxMPeLJ54fpQEsVi83TbpaWlQETudmbn2hHWG2+8oZdffjmejw3pBheF5dH7bIeuY8eO6X3ve1+gIWiH/v7+I0W/yARuo8cLWLuNjY22U4fxXiRFH900TTU5OdmWywqH781mcLlXVlYirSlJWiWueGWlUkkbGxttZe4oE++g5jLE/kJ5oEgJRqG02SMYSN+DGGRygaHs9vf3NTAwIKmV8+3VaFxbajVtx1jAf+/t7YU30dnZGfQIyrtSqURTH3o6TExMvI2i9BgFc+U0BlkdHsAEpbOfvazZaR7vs8H7kSfNzxyoMZ8YXLroAWbuFFy+K9LNN6f/yeYNOjJDcHyysMoIs6NbFvMwOoP7o4RAIrVaTcePH2/jdFBAIEOu5dkCKAaQIFFvBIjhPQuq1WoEQU6ePKnJyclQSlhUeDC6KGHZWRSPyrrS5vmYO1yo4eFh/ezP/my4+U4tZN/LB/eCE8S9m52djUwWkKo/g2/m1dVVPfvss5He5LmiPhBoKAX/fa3WLAd/5JFHdPLkyTbkQVDuTijh+z0wYnCNyDUcLkbCvSXQG2ssKRqKg4Td29rY2Agj5TmyBFcJ0GaziKAykD/4Wgzdzs5OBDkxthhhrlMoNJvaEAzmoEn6NaBUeDeCTeyHfD4fCpKyebIH8vl8nB5CjxioPdaVnhW8D/uDNNalpSVJzX1NMNK7wjHPBwcHYRQIkvKO5XJZu7u7QXttb28HHYTCxBB472CfM+Yty6fjGdMO8+DgQJubm5KaSJqcdqkFRFivvr6+OxYY3fWpyE6gOxp1BOdoL6vwXPHycza+I1r/HZMB8sDtQHg7Ojo0OTmp7e3tsMR8hoCFc8FEOLkuiJSWdNwLTo8FJcJ58uRJnTt3Lo4mIuDhAS2u44EqN1ooUTdCKF2yKjywdu7cOX3iE59QmqZtp+E6HYIScUTtA2Eql8uanZ3V4uKi1tfXo57fFTso6Pnnn9fc3FxQGtzDuWU4QhSwrwFpSI888ohmZmZCgNO02d+WzXZUGRCMrq6uQGNEvFGgBKFQVM6P42XRVhLFQsBKaq7N2NhYWwCP9WVzkqaI0nBlwZy6kgWZgYJB1igqDIAbeq7FcUCADxA6z8G7+95lfWlX6bQHChHueG9vL7JtkBOU0sDAQMwL74UH5LESiicw/M53O7fLIZi+p9bW1jQ4OBjcOKjWKSOe39Fwlt5z79f/79lQ7HM8BsCJf+ZdoyD8YvzNJnTrzcZHGeBquwJyzsSpCg+I8RkWB9eK+6OsHnrooYhYOx/jbmSapjHB3Bc0VygUomGHE/hMLFUvIyMjevzxx9v6nWJ1SYtBeLCIKFXns4nOMl/ZKj13t/i7VCrpZ3/2Z3Xx4kVdv379bV6EGzAMJXON0WEzHhwcaG5uTknSTEN6+umndd999ymfz+uNN96I8svvfve7euGFF+LZcBsdESGQUiulz/nvJEl06tQpve9974sIepIkGhgYiE0FIj6q0Wg00wd5R2SC+fe4BH8IHLFxcb9Btfl8PjInQEHI+crKisbHxwMkEGxDhlzWNzc31dfX1xbQ5I9Xk0oKtI6SwkgQFMNFJ+CG8sWrYt1JXXReGCWMN8d8QJeAVL2BDb16ab3qGSZ8D1qF/QGyR1Gy15A5/p0kzWwnTiehDSXeKu/J3Htgmv2AfLI/CfZ5Z0Tv9sb8u3fnrQtoS1oqlaLHh4Okw8ZdN+Nxyyi9vTm61B4YY6DQUBooSL7vZLULOsrXA0RcH/R7+vRpPffcc/F5EIhnPnhGgrvRbH6UKZukWq1Gbf3+/r5Onz6tqakpDQ8Pq6OjQ7u7u9GGkJSWer0eeYPO/ToVw7sTkXZO1ecPheRBtZGREX3oQx/SlStX2iKxvhb87dSOo2Hmr16v6+GHH9ZnP/tZjY+PR8nyE088oa6uLm1ubuo3fuM3AoE43cS7udsmqS2HFU701KlTevzxx9XX1xfo0SsC3WhnEft7NXgvZKJarWp2dlaTk5NhKHF58/m81tbWlKapVldXNTU1FUYJigp+mHdEBlGupE+hLD3oRTCSpjWjo6Pq6+sLlOdo1yk/3kNqZfygsEC03F9qtRWoVqsBTAAPXrwEyqMnsCsfB0TksHNdMlxQeBhszsCDEoOy8uPk2Y/sD6e3/N9ujDg+HmVIEBIFCM3ojfd5Xoybo3D2CN4DStpjQ3h+7vmyT2jm74G8w8ZdK2AmHmWHAGSzBfyzWX4TF5voIy+K4Di1cVialKRAvzMzM9FLFYFwi8fEOheKYGElOb8Jt4FTPohWnzt3TsPDwxoYGIjFwFXc2tqSpDiADz7ODQybwfloEIVHv9nABM2gN1jYQqGgH/zBH9SXv/xl7ezsxAZzD4PNxfx5NBZKpre3Vz/7sz+rv/23/7Z2d3d18+ZN9fX1aXR0NJ6pp6dHH/7wh/Xcc8/FNb2NIBuV93N6iPXr6enRY489pqmpqVh3jrNx/vtOQYr3Yni8AkVCVRvrTCk31ALpWfRDQYH09vaqXq+3eVS0pKQ5i9RKdaPZDUrYYyTw0dANyB5Goru7W9vb2+rv729rF9nZ2amtra3YdygslDeyhDJiLUCZ/Ky/vz/em9xcuGH32jw/2g8wJXOAbAu+7xkWgCiCjXyO7nik6vFevq+ZDzJF6HzI52iC71kOHodyXcV1l5aW1NnZPGnD29eSWuoeLYoab5o9QAyEVLs7jbsOwqEsvDjB83MRZndb42aZaD2TI7US4UGNXNfvyWZH2YCw2CTcl9+5S46r4WiFvhZbW1vxPiRWHxwcaGBgQI888ogmJiaic9TKykpQDmxe5zVZCAyMB7e4rkefsxQO3K4XXbBB9/f3deLECf3Yj/1YcE+kIfm7Zr0SqJFqtaqpqSn93M/9nD772c/q5s2b2tjY0NjYWES3MWzFYlEf+chHIv+Se/k1PTjEBuYapVJJ586diwwR0rNQvmyILGo/ioFCyva2qNfrEQgi+Z9SZNYa1NRoNMKLQHY9YOPIqLu7u+3Yey/agPfl5GPvKwGtBeprNFrnjtFusq+vLzhZ55qRbfYuctjd3d12mkapVAqFxxpjJHknwIp32/Pubswl79jd3R2d4/wEZkBTPp/XyMhI0FKuU6amppTPt4onQOtw0rj5UAg9PT2h5EHPnNzDPOOBsVclBXdONgVVdw5s0E+gdxQ//D+ZH1BHTrHdbrzjI4ncJUVwsdxS+8F1TETWDUZx+LX8+yy+B9A8Ql2v1zU9Pa1KpRJnYBHUQcF5kxAmF3cMThNhPzhoNpkn8+DcuXPxXQ5fZNGoMnLqwjteIdCeA9zT0xMGAoEFFTnX5oEuNnej0YhTeDnaCFSCsXF+3QMD5EZ/8IMf1N/7e39P9913n9544w0NDAzoxIkTIbysJeswNTWloaEhLSwsBE3C2qGMeT/mic9MT0/r7NmzwYslSRK5nNncbGTrTsGK7+fg3iAyeE7Pt+XZWEPnv516QI6QDbwz7uFFGRgtAk8eXMbjIJ2S6ji+k3XR6/V6dFhDXiiEIP7BupXL5UipA3mjhClwwD339CyULvn2TqW5p4r8o7jhZqED4Kg9hc0DXfv7+1Hhx3sQ4ILjzXpPm5ubIUsAJHQAylJS5ByzZmnaTF0lUwO5BkR5ocfW1lZbOTXPjpEmpsL8Z/tzHDbumoJAISJ4QH+3yo5q+NvRrf9hcXlJT4nKKmZQNYgLwpwzmhi4MX5mmwsQ7nipVIpIq9Q6jHF6elozMzMRKSXlCJ7JNxbohMVlbihBbTQabf0PQLsENKiqYl7hnLOGDFSBsPzET/yEvvnNb7YFsJgbUoK2trbiNIa/8lf+iv7G3/gbKpVKunz5ssbGxnTs2LEQRjhGVxI+p3CkzIcrH+gS7tvR0TyIdGxsLIS8u7u7Tfm4t+L8/1ENnl1Sm7tJEMhdVk4AZ023traCgkqS1nmJpC0xT1S4wcuCXAcHB0PxYgBR0J5RkiRJBOzcANIghyCS1CrnZW8RHOLsNdbNuWSCZQyMCuuUzVGWWpVttGz0Qgi8AzwDMh6gPkCzHmMol8saGBhoMyZOJUJL8H+QMsDI9QZ0kVNzjUYjvg9ooNES34FDZm/xjshCb2+vtra2At1jCPEMkqR5UC2Vp3cad42AQQVs9uzGQcn6d7IK2IUSFyobjHJ0DeLwAF6j0TpZdWtrK9wrhBahAPHC2aG4cVOYtJ2dHS0uLur+++/X9PS0Ojqa/UsPDg7CZYGPAiWAQnDncCnhANM0jVQ1FJynLjknXCwWtby8rEqlotHR0fAOECoEG2PxyCOPaHh4WM8++2woh2zAb3t7W1NTU/o7f+fv6KGHHopGQQ888EBbJyrn/aBipFaDbA/cOK3EBmfT4j08+OCDOn36dCBrXFsP2nAND64eFQXBAG2Czvg3FBUVTkNDQ9FzN02blU+u1HztUOTeQJyTEugxQDAHNxuZQrkAGAqFQqBB9l9PT4/29vY0PDwcAANPz5XC3t6eNjc3gyclnxh5AYgQsIMe8FMmQOTMFRRJmjZLnp1DRtmzX/EyvQoQgwHgYH9zvBdGxpF1X1+fBgYGwuskU8EPBE7TNECR1Cod9pznzc1NjY2NxZqWy2WNj49HfrR7oLwjnpCvBQFRZIHnZf0wzLcbd62As2jU+VbnX1EITKpbJg/aMImePpZV6p4RwWeq1WoguNXV1bbvwMsQVHGkheuFcBI53dvb0wMPPBCFFUtLS6GQ6IhPgIENw4SjFDEA6+vrbTmunrvoyeO4sblcLs7W48wp5s7nwINFjUZDx44d0+OPP66XX345XFlf/B/6oR/SuXPn4voUj/DuCJZnm3jK1fr6enS8klpJ5o7AnKff39/X6Oio3v/+90eFYaFQCN7PvRzWRLozR/ZeDFCmxwHoE8D6UQwAeu3u7o7mOqRPbWxsxIbEWPJv1g5UDEiAHqjVapG6BJpFXvEqCAa6wXIlRa9bqDUAB98HSXsGhqSQG9LE6BOC8gXZ8izMEUoKz0ZqFVpgPMhv9nRFqXXqRldXV6BdzwbxXip4iMRnXEY9Zc0Dchh2L8JwWR0dHZUkra+vS2qWedOTBAoqSZI4CURq0RJSy0vivlCKPA90JUDzduMdUxCezsRkO5XgqNf/z0CAUMR+fQTMP4uiQuCw+qAu3A0mnmAJuYDOOyZJK0KKEE1NTWlsbExJ0uzsz89J0wFxEFEGxUBjQDnABTv3TVoPSJi8R+ZuaWlJBwcHGh0dbcs/5Tv+3JIia6Orq0vDw8NxIi/zOT09rTNnzkR0uVarqb+/P3oDINxcG4VAAIT7XL9+PZSR825SC5V4OtHAwEBkPbBmXgHIPZ2r5np3EtLv90CRZcEEXCKoFs+CHGBkik3tB3UylzR3h4bCq8B1BZWlaaqVlZVInYI7J7jGOmHEPauh0WhoZWVF/f39sR5SU8mhLN1NR7bJ/yXoxOnLKDz4bhA1yowsGdK3oNUkRZoncRqplc3E+xJMhGdGvvAcCNDxfYJ/cMlkVWC4nYeu1WqhNAEM7B8UsQet8dA8luUxGp5Rau83zHowtxg93hNd4HvmsHHXCtiVIQ/rf3uWggfiEJjs97JpGp4uks0NdgQlSRMTEyHsTAJGABdJaiFUclFrtVpY5mq1qlOnTqmzs7MtrYqFHB0dbcsEwO0iLQaFRq/U0dHRQKE8Gwjf3Vr6ByAUuDPZtDyMCYKIgBLh7unp0cjIiG7cuKHBwUGdOHEiBJXigvHx8fAaXCB8baQWwmX+33zzzTb+HEFEabBxQIDj4+N63/veF4n8zid7sI2/PcUO5XcUAxRKIIuAFXwjzWDg532epBZa843omTtSKx3Ti3f8aPparabx8XFtb2/Hs4Cis4UPgBoQKtROo9E8ABR5JLMF44H8oqChGnZ3dzU2NhYpcShU4jugfHexkWnSODEGeJhuCECiuVwuztDz5+A8PTjper0e1XoAJTyxnp6etgAdAAFjjzxCoaRpGqmC0BQoZ0qnkVOUOvNNjMbTU+GteSY8PdAxes9TDt9VBYzgOW2AcCDM3NTphmzgzV1S/8M1HDWjtEFdWOKhoaFoj4gbCeJA+UmtdoAoN28bd/z48fi+BxA2Nzc1MjISiiefz8dCOneXy+W0sLAQaNTdKBQtc0GZJ2iZaDbpTc4ruUVmE7LAbNhcLhfP2dHRoYmJCdXrda2vr0cajfOubFLWwDMs9vf3g7ZhXa9evRr3woDyexQ3iGJwcFD333+/hoaGYp57e3vbvCJfW0fALjNHMZIkiWY7eEfMDx3ukCUULXNarVYjCMf7eQSejUlFGMcROf2CIsN1x4ABCgA9ZBRIihQsAmU8m9TeGAc0mi1PlhSGhv0CqMDIe8aKVyrC+3vHO+6xubnZlgdPrMFpP4yOH//j7Uiz4C2Xa7WARV4o5qCxD/cAzaKUvV8zJxrjAQB8PKDI/RmgWPYTOgJa0rM5PL5Tq9XaDNrtxjuqhHOe191Y5/Y844FNjhA5mnW3lM0ttRAvgwAHrvbg4KC6u7ujPV9PT0+Q90QwmRQUIMItNdvLTU1NhQUjOEc6S39/f1j6YrGotbU19fb2tlnANE1j4w4MDEQWhGclgI6kVocolDFCS0AGw5bL5YK/YyOiCJm3crkcjUCo0ccgcGoAbibC5YqQNUzT9G0RZ4Iq58+fD0Pm7jYGwjfu5OSkZmZmYv4JdB6maH2THUZPHcVgQ0tqyzd1g5SmaTTcASX29vaGe45iwuix7hg4lDUGmsb2cIhQE3hZuVwugmxdXV1aWVkJZURQjBJcV3QYdOQJBQNHjDHFy0MW2Te8H8+GQnUab3NzMwABnhCFSnDJi4uLmpiYkNQq56bKDW9zb28vjBdGwg/k9IAY+gQPzHOOJUXKJfcrlUqRucBzQ2GApqWWYpZaR5dBQfCz7e3tSD0lgI8BcYrOQQlzdqdx14UY7jJycSKLh1ETWe2PInRX1F+eDe5omf876e29aCUF18sEeeSxXC5LaqWZ7e7uhvKFLsjn88GXUicPol5eXo7gE3TE3NycKpWKxsbG1NXVFccQSQpXxoNb+/v7KpfLsUCkHUFN8G+sNlaUoAiR8O3t7TgKhw5d6+vrgcw819mbyGeNJfO+trampaWlCPpwn8uXL+vq1attgUJHJbiPGKiZmZlACPCA2fV3hONywhwdlRIGhZKJwKYH8SP3rAfZCmQeUDXlG90pFhQayLNcLmt1dTVOZMnlchoaGgoFmSRJBPrYE/D4jUYjTm8AqXuKnKS2jCCpRRmg9JCVXC4XJbMYD65Jri9zAb+JHDjfiTFCJuiBAY0AQkZZozjdSGNYCMZhsDFM0A0AMPhrd/ORL0mxl/kd60xWUz6fj+ILkD4Gh3V2z8dlGqNEPAhvwTO6WAdPgzts3DUCxrr7CxOB5cZZRJNFPj5h8Jp8hg3vit6DUgznxTyXV2r1PoVgZ2I4oZg0LO7T0dER6ILoKIJNUjhodHV1NVwmXEBcLegPLLIfecQ8eFI+lt6RPUEahFRqLiSHYFarVU1MTEQQJEmSOMnAUQ0bkrlFyJ1v3dnZ0fz8fKTsbW9vRxbGN77xjeCYJYWQwj+jKPr6+nTixIkIYOKSeioWw2kq3xx876g4YDcIGBevUMMwwvf39fVFMAoXlyAXawmdQPpVo9FsTUjqle8V5NW9Ljw+Aj30iEApUZwBuiXNjaO46LlM9SVcLjnMGB1kEGVEIx2CY15U4fvaKQv2ktQCY3DRZG0Qn8HQUvQCN4yXAV+N0fJeC8wZ8pXVP54a6gaM9WM9MRaejdLR0RFNi3K5XFzHq14JvHqGSLlcjnegKdPa2loYDPTJ7cZdK2DngnhYLKGjGRbjMI7XFSr/9slwricbzODzBCgQBnizUqmk4eFhLS4uttWvk5944sSJttzK7u5uLS8vq16va2xsLJ4dTpY8QakVCGBj8Qz1er3NjXMk5MULnoNcKLSO8AE58l1QL9kb5XJZSZJoZGREY2Njqteb54bhwvJ+3vcBPoqRNXzVarPhzP7+voaGhjQ7O6uDgwO9733vU7lc1te+9rW2AJy7xSj67u5u3XfffXr00UcjnxP+0dfPn8HRuPPQ/oxHMdhYeA1pmkbrRZQg6AzFgbFNkiT4QPc0JEVJKjw+vKDUKt8tl8vBv+MJeY4680n2DXJHLIP1qNfrEaDa3d2Ntppk4fT397e58eS6kxoHSIEOY89CHzJPkgIBs4bQCCA+npN5YW+4AvS0NAZZH8wTQUKqTAEh3Jsye+9dnCStghVkC2DnFY7evZD0OTh/Kg89hx3UzPpSmcqz4cnW6/XI9PAukYeNd9SMxwcCKqltczmfy8i6m9kNyrWyeaK+MSG9SdfxaKvn5mHBQW5pmur48eNt6TMdHR3RlnF8fDzcM4xMvd48aA9USCcnmqt4YM3dfdxyAjpQEll3hOcql8uhFEEm5IUSWcadI3qOq4yy5rsICkLmFI+keK719fVosbmxsaG1tbXgcC9duhTzQsDTDRZuc3d3t6ampoLnS9O0LeeXwUb252HdD/Nu3uuBrHjU3g0iyAr5dOVLYYa/I8YVWR0aGgoFUCg0j2r3fF/OlQMlIgNwkSgd5McLMXh+gre41Pv7+23cPagbo4zXCJAAUW5tbQUIQDmhhJgP9i0yTxpmV1dX28kbfBZwNTg42IbA+R38OftZUluVHPt4Z2dHg4ODklrZWHgmoFCMPN6tAzj0D8aNSkY/3RnvzFNFpfYG+R5oh+o7duxY6Db0IO09nQ7NjndEQTgZz2Q4r8tE8Dt3exFwPue8IC/kn8/+HAXJgXdYL6Kv/GxgYCBOyJCkEydOhDvIWFhYUKlU0rFjxyQp3BDSWLq6uqIj1MHBQXB+XipME3c2EvwdqTX83/lxuDgUvifCc014JdoRErwZGhqKdCevf8elclfP1wjBZHNevXpVvb292tjYULVa1djYWORWf/7zn5ekEHw2npcoF4tFjYyMhEfBvLkrj1Hg/m5ws4YhG6R7r8fBwYE2NjaimQ0bD6WK9yK1NmM+n49MEwJDuVyrxaQfk5MkSRg8kCfNZ1CwBMxo/Qii9jQyDlT1TAwPsPLsxWIxytABJR48Yi0xxjSjh26DBvFAKzKJgvMAIgoUZc7ceQoXHc9A6aBxP5kDA+QUJSll5LGjOFkDBgG2NE0jvnMYhemKvlBoNdWB3kGZS03Asrq6Go2FXK8h43D3zANGOJfLBTi53XhHCNgXn0lyfsc3EpPsgTUUBRbMI+tOVTj3xv/5N8E2hJ0acypl6EpUq9V08uRJ5fP5CDB0dHRodXVVnZ2dGh4ejqAeipXMBjIL9vb2NDIyEsgU5Ep7RgJsGxsbgQBmZmYiJxIKw6kBKA6qrdjEXH90dFQjIyNxtEpPT0+keMEtu0uFQnMPw9cCocjn87p27ZqkVv7lysqKDg4O9PTTT2t/f1/PPvtsG5JGiDlFF6G77777NDAwEM8PD+0cL4PncD5Ras/GOKqBEiBrBNBQr9fj584lIgdJ0n7yttTaG5Tilkql6LHQ39/flnbo0XcoCJo+cc+dnZ1Q2nhWIGBkiQAyQTVJgYRdKUPHEdWHk+bgTQyrpxpKrX1HdzA41nK5HDEOlC6BNI+HrK2tRRAR2cQIkS/LnGPkvIIMkOVpomQ8eZAZ5eseOYEwjJzrLuYDr4454ns8P/scfp99xhqxBvC+tCbl/+96EM5Tc6iCk1po1zcXn8+63tk0Hc8cYBKd7/WN6pOAkuBzBBEGBga0srISwQhcllKppPn5eXV3d2t4eDisGNU30BsgXfgn+LfZ2dkIvMHDjY+PhxtSKBR0/vz5OFiQxc+mH6VpquXlZc3Nzen+++8PbixN0ygMoTSVyjqe05FFNoPA+Wf+zyairHpjY0OVSkVvvfWWbty4oc7OTj311FN68MEH9cwzz2h2djYEijQ53HI237Fjx+IUDTaDo5esEc7mQzqS8L+PYnhmAMoBJIRsohDgaUFOoB4CqMi7B9VAo2NjY6Gw8Kbgk+GBvZBCapbIejAsl2ume8FFMygyAq2Th01FWbFYjHWSmnxwkiSRryo1YxydnZ1xKrE3NWeePPulUCiE14cc+jzARWPEUfy45t3d3VpdXQ2+l/lFsbrXuLKyEsaD4ggP9GJEGV4xWC6XA+WSvsnzuhcB2mdf8V7IKrLuuk9qtXCFgoFSIZPqTuOue0GgHF0JexaEK193M7NReFeoPgn+Ow/Ggar4PxFNSqAdPYP2UFwIYWdnp5aWlkKIuQ58FuW9WH9cRlzsN998U8eOHQvetF5vFj289dZbmpmZ0SOPPCKpiXSvXLkS70S1WqPR0M2bN8Mqrq6uql6v69lnn9Vf/at/VR0dHZqZmQl0NDIyEpwXNAAC4SjF5+mwQBdIrVKp6PLly7p+/bpef/31UPD333+/nnzySSVJol//9V9vS7nhfbDoKJcTJ060HdWC0LKebgScSsrSEG6cjwoFu8cFF5+NP6CMMaRwuiClJElCeQJIiDXU63WNj4+H50RQDMWE0tre3tbQ0JCSpNXLhLV04AOdwM9WV1fbqDieD6TsgTy4e8AGgUXPsoDegz4BNWJsMBxU7PFc/Nv3ph/YCc8KxcL3UNgoNNAm8wgKZZ0I+BEoI0bR3d0dmQy8M3nVnKMINUFmlKSIt0hqo2w8fuTvhIdNCTeUIUFWz0T6XjL9jhGwK0uPlmcVL0Ls/3dFnQ3GIDBsAlfOLDzBLYSXAMTm5qZWV1ejAsvruRuNhubn59XZ2anR0dE2JUV7Om8WXa/Xg2/b39/X0tKSHnzwQW1tbemtt95StVrVxsaGdnd3I5uBwBzc5/b2tpaXl0MBkR9Zq9W0uLgYc0J61/ve9z7Nzc2pv78/OrIdFll3z8DnN4swEaJqtaqLFy/qtdde08WLF4P77u3t1YkTJ/ShD31IY2Nj+uIXv6jXXnstNopvLpTE3t6eTpw4odOnT8cc41b72jK/bggO44OdIrmTq/b9HBiCNE0jeAX6k9SmVMn7lVp0A5tUUigqlAxyy57x3HkCrH5yLpkkIEGMf61Wi6wGngl0jSIBjMA/O4eczbjBQ5QUzYagITxwBeXlKXbQTfRk4LlBoMgjPLakSOtCR0B/ME+UZbucE8Rk33d0dETVIYre6SKykZhfAqH8/ObNm0rTNGI98NWgZdaH0zh4Jo/joEv6+/vbYkG8O+9I9sb3UsJ3pYA9yu6LiwCAjl3h3s61dFTkbjIKzJW0RzHhXGhgw/0pJKD5OIEtJhaXDh4KBU8pM9YX60bSe71e18LCggYGBrS3t6fl5eWoTpqZmVGj0dDly5dVqVT03e9+V8eOHdP169e1srKi1dVVTU9Pq6enJ1z9lZWVyNXs7OzUxMSEPvWpT+n48eO6du2a7r///uCl2diuBFFq/D+7YViDNG1mV5w/f16vvvqq5ufngwYolUoaHBzU8ePH9cEPflAjIyN68cUX9Zu/+ZsqFApvq5kHBXHy8/T0dFRjJUmrEso3kP+dTUc8zGAcJQUhKQy71JQBovAgSvekmPOtra3wUFy5eokvmx8Dg1FloNxIg6KqzhW7x1CkloJDbqnCZH+4MsrKEJzswMBA0AcoKd4ddMtaUfBDtg77AmoGWXVqETTI++G6s1cBbI6Coetc6aZpGjSg6xpSzvAAvWCCuAsU0ObmpnZ2dtpOpib+gQL3U6kHBwfjXmna6iVB7wivdvQGR8i7Uz3s19uNd3Qqsru8PrIWLKtAGTwQk+fIznMDuZejVYRidna2+QKFVus3+KHu7u7I4cSiSYryZZ4BFxGuh02Fe7K3txcR4kKhEMiRSV5aWtLKyoq2tra0tramiYmJcFP6+/ujWRBVcwMDA7EglUpF09PT+uxnPxtCcvr0aXV1dYXr6F5CNtPE55d3gIqB1vjWt74VSeFpmkZwoL+/Xw899JDOnDmjoaEhffGLX9SXvvSlCCCiTJhrFLIkjY6O6sSJE7GpqArjGTyV0GXGDQPvc1SI97CB5wUicu/EjwJi87mMu0JFeROYRaFQwowC9qIL5qtcLmtkZCSQM4Civ78/noFreCYCz04mDkYhWySCZwcXzRpiLGhEhEfpKJYYAvPAu0qtyk+pPWDGz0jbQ4llFRIBNGiuNG11FvOWmE5BMs9cM+uFeJZHLpeLknE3FO4lYpw8yAm1AX3jeoJaAGiO5eXluCfGi66KTsdlxzvqB+wBFd9QTCa/dyScRby8CN/zDequNSiXa4Mi1tbWtLa2Fs044OQGBgaCP+vv79fc3Fy4XAgWiJhr8V24MFD43Nycenp6onfp+vp68LONRqtfbpI084jphHbt2rVYQISbBjm0z/zIRz6iz3zmM6HUz507J0nh/mCRESiGz5MHfNjo165d040bN3Tp0iVtbW2F0u7u7tbx48c1PT2tgYEBjY6OamhoSF//+tfbeF8PbHAvjGKpVNKZM2c0PDwcyMXzZ9morJ1TVdlrOq3iMnAUA07V5RYvb2JiItAxinV3dzdQoW96SZHhQHMjfobydgRGJSW5txh3NiyZD6TA4SGiQOhfgRyjmJOk1YuYXGVk2lOz8GDZh8RF4KNdEaOgOLoHpQk3Cm0I0iXlk8+SeukZAxiAXC6nY8eOBXLlHXO5XBSPYOh4H5Q1hU3MJ7Tjzs5OFHWQLrexsRGNsCiggFYj6Do4OKienh6Vy+XIcybrJ5/PB7BDVqhG5Xlc8UMn3Wm8o37AktoQGg/oShk069Yum9TMYOOyqT2bwpUylor0jrfeektPP/10LO7g4KBWV1cjO4FF6O/vj2IKSdG3AV5KavUFRRlLrTLnlZUVXbp0SfPz85qampIkra6uRo+GUqmks2fPamdnR6+88opu3LihRx55JE5N4CSKEydOqFQq6Qd+4Af0kz/5k5qfn9fExIROnTolSeHis1mYS+YjG4xBoJMk0c2bN/X1r39d5XJZExMTmpycDCQ/Pj6uoaGhtrr+/v5+ffnLX9a//Jf/Mqw0CoD5du6zVmv2qOWoJn5HHqu7yJ7L7d7OYQbFFfNRDTZU1vgw12w20h6hCCRFVgOxA++Zy7xipJE3FNTu7q56enoi9QyaA4Cyuroaeck8J9dECXuxBfJNwBYUSqEE78Caglw9B5nrwHXC77OWu7u7bUUpKB3mBAWNZ5rL5dryyPGykF3QLobEvWBoCWgLb2RVKBRC5wAwkEFkE3DA/OHh5PPNoir0BLEMlGitVgtvlZaTrrPgpil/5rmLxWb7Ugwn9M27hoAZXDAbLc4GVLLBlyyH5dfzzyJIPjyPmI3/yiuv6Omnnw73e3h4WNVqsw9uo9HQ0tJS9A9l0efn52NiuDc5w8ViUYuLi1HOTKXcxYsXtbe3p8nJSS0tLWl5eTlOSc7lcjp16pRWV1d1+fJlLS0t6fHHH9fExITm5+c1OzurtbW1QFif/vSn9fjjj0f62enTp6P5jtMtLKy7e76QWPb5+Xl99atf1fnz5zUxMRGu6OTkpE6dOtXmbYDAxsbG9Ed/9Ef63Oc+F4KEa+2pTWQ2EEE+ffq0RkZGQvl4QxZHZ77GbpQd7fq6HqXylVoemZergvjIEQcNYaSJBXgwht4DcIDINJVVbkiZu3w+H13EQK0c/ujPhmJwAMT+AxVSug6yw2B7T1uMC/w0gShkjnX0Dm+SQoET5Ud5enDS6SvuD0WFskRWKOA4ODgInpi9nSRJdEnzo58oxOBZCJjyngxKiklvAxUXCoXwCvFWpaacQ/2BsvGGMUroKIysZ2jwN+CGeYRafNc4YKk9f9Mj1875IGiunP1v58+y0W8eFiXsm9uT3ru6ujQ/P6+NjY3YBOTi5XK5CIwdO3YshJ60Fe/bAJIk/WdnZ0dXr17V/Py8Dg4OdPnyZSVJM8VoeXk5UoVqteZJF1TYPf/886rXm6c046akabOy5uTJk1peXtYP/dAPqbu7W7Ozs3r88cc1Pj4uqXWysAetHGGBZJ1nq9Vqev755/WFL3whGuHMzMxodXU13DU2Opu4t7dXPT09+uM//mP9/M//fDQhIZqPwmeze5pUf3+/jh8/HmiHKi/W1YOkh+VvgxJYf0faR42AkS3aPjoNUKlUtLq62laQkaZp0DBsTtKXQJnOGXJSBgOU5pwkCJFnqVarUQ7LesPh7uzsBEVFAA8+FOWHYuIa29vbgRo5TBZFiFFhQM+xbzxTibmhqRDrRu6u1OocBqL3eR4aGop5wkPmsFtkTlKkyvEeKEKpVQ7MXmFNvIUkxS/ulVG+7zRErVbTyspKeBrsCRrrsFbkM3MvjLLXDWQr6KiOu5Ns31U7SoZH/DyB2hcoG4jLUgrOHXMNH/BVzhcyiNTv7+/rD//wD+MIcO7f39+vtbW1OLQTS7S5uRkHKHL9RqMRXBytHm/evKlLly5pdnY2kuY3NzcjB/T+++/X4uKiOjo6NDo6qtnZ2Uhlk6Q333xTa2trunDhgj72sY9paWlJTz31lOr1utbW1vSBD3xAx48fD54omzlCFodzdChRXMbZ2Vn9/u//fgR1xsfHdf36dQ0NDamjoyMO+ESoee//+X/+n/VP/sk/iQCBu2eeh+mCm8vlNDIyopGRkUAJ0BmsrfOK2Z+j1F0uGMjCUaNgDy4THCM3fHBwsC0Kz+/wGA4ODuKIKowKNBn9qgn+wlk2Go3IA+ee29vbcb7hxsZGrL97hbjgFPngSuOiDw8Ph3zjQuPlsGc95xdaAXQNivM8XBAxKBp5gmrAtSe7B5n1SjNoHjw7DA3PxRwxx8ViMWhDemWwZ7e2tqIQhM+7wYD+wUBgoKSmYh8aGgqOuqOjI9JWQerONUPPOC1FBhDGE5qCNraSglN3CumwcddBuMOGp32hLFGejmRZdP7PZnTOFyXg7rjU7oJzzVKppJdeekmPPvpoRPRJL0FAcYkp50WJefUc6ILuamNjYyqXy3Fk+I0bN7SysqI0TfXggw9GIQUIkLaAuVzzME/eiTzCv/SX/pJyuZzm5+f16U9/OkqKPSLLPLLBPX3JOT9JUYn28MMP69VXXw2E5a0snZ8eGRnRwsKCPv/5z+vll1+Oa7DRPDcV905qtfzs7u6ODA/Qlzdb8Qow5pT/u/fj640sZOmooxqgFWQLY04gzQeKiPkic4K1Yg5dQXhaGIM+0mNjY8GlEvShqT6KAGVIH4irV69qYmIi8npR1KRWSYoycQK7kgIxe9AR9M1z4kYj0xgZqRkkRoHDmbP3+/v7ozgna1h9f3vmB/PNdaj649rQg1JLbjzY6IYjS9d5ObBfn3VyGYWiJI8a7to5c6gJvtvR0aHJycnIlcb7Yy1Ijb3TeEcUBIqWG4KSUL63Q72+Sd3d9s/7Aztlkd3IKMCNjQ0988wzOn36dPBqlBpT7QNic+vGaQaOAGZnZ7WyshLJ7tPT09rZ2QmlhkW/efOmurq6NDExoStXrgT/B3HPe01NTalSqej48eMql8t69NFHo0cAC+65iJ776ZaUuQIxkFJ05swZLS0taXFxMYIfly9fjvaQXPeP//iP9cUvfjF6HiP0CLkbSf44Gu7u7taxY8dC2VJm7S6g/+3ZBNm19OEb4E482fd78MwABgwsbm53d3fIhfPlBFzYwGQO4OYCRLhOsViMUnl6MYAO4WmppgMRo7DYF7i60EaOjp06QJkTG6EogdamIFlPEUOxeHAPqg4XPk2budGjo6OBrnO5XBvH67nAIEip1VMaOYeC4JkJYHo+cH9/f+wF9M7W1lagVeaAbAZJYVzojwFQgjaUFBWvGBYMH/QChTjQD6TrUTo9ODjYVvCC3uO9vbHXncZdF2LwN5OJkvVNl3UpHel4WpN/B2voATzn3Ny6+Uv19PRobm4uciu3trY0PDysubm5EAgag+CS4Ybl83ktLS1pdHRUKysrWlxcVKPR7PlQKpXiyGzuNzg4qJs3b4ZrtLi4GFwrrhGcGq7T9evXo20jHBNcI0EIt8BumCqVivr7+4OzllrZBB0dHTp+/LiOHz+u1dVVvfTSS7rvvvtUr9d1+fJlPfDAA0rTVJcuXdJLL72klZWVNj7WNyh/s9H4PYbr2LFjEeAkuuyG01E6a+Q8sCOdbAojnzlKFIxcspELhUI0ZJKkra2t6AvtHhVKO0laPUjYsLi1cLYoNRQaBpe9QIms1FI0uPfsNS8AAJmjyOr1enh4PCP7E6WHTEutfQSfS7AVJYscw0+z5jzr2tpaKEAPDKKokK8scqecOUkSVSqVNv6XEmOyorIeItcizRRQghzBd2PwuIYH0WjpCUfM+kNBQoV4wJL9lsvl2lqv5vP5CJyC6JmHg4OD2L/vKgfsStERk1MP2aiku58MHsqVrn8WAUGAuJ/UnmXBdV05lMtlLS8vx8YCmW5sbETzHBK4t7a2dO3aNV2+fDnyffk+/R6OHTsWp05sbGxoeHhY4+PjbdFVhAW35fTp0yoWi5qYmNDMzIweeOABDQ0NqdFoRDQXXsvfm4wIjAQJ5MyT86gEB0Ez58+fVz6f1/LyclwD2oA1y3K+roRdUFjTrq4uTU9PxztCP2QRa9bg3o7vdQ/mMLk4isGcoIAlteW70gWMgBptSlGatVpNW1tb0doT+WUtBwYGNDY2Fq6994jFyPEdL58HQdKQCS6T+/f19UVATWplRqA8eDaMinPcGFupCSzw9LyvLvsHBMpzFgqFtvJpov54kvCvGAA//Rt+GG+AhvUYEf7G84I6kJqGsFwuv+2oH/hpUCyBS/aFt9ZEj/T29rYdKkppvnuODhhRquwpFC7prmRzuNL2vjK3G+84C8JRi9+U3zlp7W651Mps4CXYrFkEzIPzM3eTuAauGBN/cHCgF198MTgZqZV+QvN0giiSND8/rxs3bkR57vr6eigTKotAD2yON954Qz/8wz+s1dVVra6uRiCkVqtpZGREP/qjP6rV1VWdO3dOQ0NDwY1JrRMDcGt4PlzYSqUSwUOvQHPOjH+XSqWobmPz3rhxQ0NDQ1HfXqvVtLCwEG4Z84mw8weUBhpnrYaHhzU6Ohq0CJFj/u/eCNdlvV34nGY5TCCPUhGDjNzAk+KEEqvX622lu3wOJSGpzQMol8ttTWcwPmxSjz0gzyh7P/YJeWXOnZPGSLPXQJhkWPAsng3giI77ENRGiRA8wpPhmanC4z65XPMsOxSr1ARCPT094UUWCoWg/5wHZn7xFMjYSdM0MlHSNI2yf+etfbjngj7AI4Xew0vlDwaJe0CTZHllrwwFjHANvAVK1WljisJG1r9XmuVdH8optVe7Sa2uTlm+w11eBNapBJS4Uxlc3wXGo+wIOq4bbt3CwoLy+bxu3rypra2t4FdBpbjy5XJZS0tL2t7e1vr6eqCG8fFxrayshMsiSevr622ogET8jY0Nra+vh+WE5+vr69NP/uRPqrOzUw888IDe//73B1fo+bEIOnPS1dWlSqUSCp8IdNYrIKgD0u/r69PIyIj6+voiLYnDCEH7cNzOF/rcsiHZ5BhCXNr77rsvrt3X1xeBISrCyBFGyHlmBNXde19f3j0rW0c1UGAoJSgDummhNHh3DBygAPSHq41bihJeXFwM5YPSIghKFgNK1mMcoE8ChM4PAzqQTVcgUqvNK0YRucvGa0DhIyMjkY6JDPAOvCsUGhQM8oJyBuV7NoOkoAVA5HhR/B/dgS7gvZgnD3wxt3yeVE2vagXhU6RVqVTiNA6AiStr3wfZ+6KP2Ht4Qt67mS5s8OxOod5p3DUC9o2CoPJzR63ZzzlidnfYg3lZOsJdbTbt8ePHIyPBJ/LChQt68skntbKyonw+H9U/u7u7Gh0dje5Ny8vLmp+fD/63u7s7UCRBDA7fo1k51xoaGgqean5+XrVa8/RgLN9f/at/NVzEs2fPxnlblUpFm5ub0ZoPch6ES39eXCCQpXNXzIPPZ7HYbPc3PDwcJxoQ9b569aqefPLJaP/nlVMMhDzLs4Fwurq64qgmSXEYJcjCXT6njFBKUnvTFOntTfazsnJUA2/E063wCDxQIynyvAEFbGpQIwqZSDolvF7yjsx0d3dHMK9YLAYf67GBfD4fSNe9H6l9DSVFUM8rFOFyXTFLimARiiqXywUtwO8xLB4TYC/AHy8tLUWMIMu1kn0ExcEck4uLrPupyjw3lAfKm7VgHpE13gmqAR7XaTUUNvPpaX2k6RErYr0xLl5g4jEAgpeVSiV0hD8PhutOgbh31IznsA3kyMc/6z/j3x6U4W8EEIFyuoLJGB4ejhZvzhNL0o0bNzQ/Px98EmgOwUWxcvLvjRs3tLu7G+0rWWTO93I3BRdsd3dXjzzyiHp6erS0tKRHHnlEL7zwggqFgn7qp35Kg4ODSpJEDz/8cGweb/LMgmFxicoSgOB93OJn+VK8DX7X3d0d/HSpVIqG60NDQ3H2GJsKJOrKnc3u9AYexsTERCgbAjhOUXgcgO/g0oEonU7is8iMB22PMgtCas+0WVtbU7FYjLJb0gGzPKo/v+eWo4BQ6rRbdEQEv0tQyosISN6nZSP0FvQPQSNSxjAYoDQyfcjQQDH5nuQ7yASVnZ7tgGJCqeGpIU8EvQYGBiIrgPviCZB619/f39YcqNFoBM8OyvfTOdI0jSo4npusDfYq8wLSl1reMfn1fjQRKarIIygc40JciLX3Sjpyf51OcoOyvb3d5uWxDt8rC+KuiTc2CzfK5rFmgzmgIuntlXCgPbcaXDMe0BQFbi8KGGUEDfD888/H8S1YXg6wrNVqcQLFG2+8oTRN247OlhSFBi6kWDI4n6tXr8ZZcwTIPvrRj+rUqVOqVqs6c+ZMLOrAwEDwQ2wW3DcanuDqO5+KN+BKyufR5xbumvQnNvbOzk64XFhnNhLDDSQCjqXv6urSAw88EHPgAQUKAZxDdkHj/WhcRC9aZCUbtD1qBMz7+RyywXhn5E9qlZ2iALxqENdVUiCgnp4era2tRVmqG2IoI5rDsB9IkfR+Boe55jyrpDiSa29vL/YJZb6uHDDyUvuhuhRXgLI7OjpCRtfW1qLElyAWKHBkZKStETpeFAFbp6egSJArl3PiJF4pJymUG1QXQABFDtWBsobSILuCbCPm1gNzXJPP4p24h47XCuWQJK3DeHn2jo4ODQ0NRZtPgA7zd7tx12loWBPnZNm0bmGzm9u/66gJy+X3cK7YETXulNMcuLRdXV2RjkamAW4IVowjeCqVikZHR4MnrVarmp+fD5IdpMyigTTn5+eDgnjrrbc0Ojqqj370o3rssce0vr6us2fPBofoG4WcwoODA62uroZ7ivLyvgBsiiyfmg14spFoL9nf36+hoSFtbGzERlxcXNTp06dDucaiG4JFWfrmqNVqmpqaipJrKB13daUW/+6InudypAG6Qw54V+c7s8blvRxQBigLSW3HsxcKhTDSjvpdRglsuZIkMwe0514fSnFgYEAdHc0ueQcHB22nSnsV3NDQUMij1N4AnGARz0qw1K9BShQIFcSH++zrhzKsVqsaGRlpk2mQndMAUovOoCijWCzGiSsgd7h093qZK3orO5XgyJv7QeGwf9APKDvmgffkGsSEvDERgUTPzMAbcc+VmIoHGr37GXK8vb2tjY0N3XfffZLae0zfbrzjY+lZMNyCrOL14crIf+8WxjlEBCsbsEP4mXjntIaGhjQ3NxclwbhOWDa43/Hxcb322muBSAmS0ONhfHxcFy9eDGHBvSBDwtsv3rx5U48//rjm5+f1xBNPxKaTmlVIUjNPmRzg1dVV7ezshLVm4fi3vztZCh4kQAEiZIyBgYFAUL42GxsbsRk9GOCoIUvpcLTKzMxMuHLuFnJ9/nY6AyQhtVwwhscKMNauiI6SgnAOlHkGpVLeixcFReNRe57fkR2KEUXpAR3oAxRmZ2dnRPslRac0gm5ZygNAgbIdHh4O5EcWAsoBgEI/EVAgP0fpoGigSwgkoqy6u7ujyRXXQnEhG6Bfsha4Lu/laWw8Lx7n8PBwyAZ0Dh0KyUDCm2OtJMXecWXpyFlqARW8Q0lt75wkSdthpnzH6U/2PWuIwfVYQD6f17Fjx9qe4XsF4t5REM5pBkeobGSUpSsVPuPupl/Hv5edAK7jColJRWCHhoZULpc1Pj6urq6uOFgSAZ6dnQ1rimvX0dGh69evq1Qq6cSJE+rv79fCwkJUJUFvLC8v6/77748uaNeuXdPIyIg++clPamtrS+9///sjCR5O11HnyMiIZmdnNTs7G/mjCKJXUrmRIfMC4fYUP/83qIQcZearWq1qeXlZjUajrRF9LpcLnosNl/U4OJGZNSWgkn0GhBEDiTFx/tGzP3ywjszV94oWfz9HkiRt2QKgPxri7O7utjXOgfLCzWWNUFhsdJq0+Lsjy6Ap0CAFDFLrkEeUrnPvxDYw0FJzLre2tjQwMPA2sNJoNMKISq1GQOw9FDFls1BmKFGa/HgaHv9nrZ3mQr6SJGlLz+LzvBMFUfwfxd/V1RVBQILhZIqgEzB8gAdX7N4SwY+OynqQToeCnHkfgAjv0tHREceTeTEO78h6MT9++od7noeNd6SAnRR3SsEXnQf0je3K1v/tiM9RoP+NoHgCNq7yzMyMvvKVr+gP/uAPlMvl9LGPfUxPPvmkbt68qfX1da2vr2tlZUUnT57U7OysisWiJicn9fLLL4dLtL6+rqWlpWgtCLLzDdbT0xNN2T/60Y9GT4apqalAGSBwNrUkvfDCC/r2t78dXZZIXxsZGdHk5KSGhobCWEgtK+xUTVaQQGLr6+u6ceOG5ubmtL6+3uYVQC9AJWDxEQ7v+yC1UOqxY8cC8cH5Okp1JObW3wfKGKoB1Mj3nZpyVHgUg/VGYbCJfYDwkFU41I6OjggepWmzjJUUQ8815doYJ37XaDRC+TKHXtiA8nXXXGqdPYayGBgYiH2FAqIoiDaVyA7Ug2cqeBCc/GMUPVWbIyMjcR2nED0ljaAcitUzE6TWAa8epJVap0hIil4T0AJSK79YaoEIjA3eqoMBvDepldrGfLDPCLLhhQAYCLjxzNlyaqeS2APw/Rg19h8I/XbjHRViOJd3WFTb/zAcJTG5XAf3l+HX9k3KZ0BsoNj19XW99tprUdd+4sQJdXZ2anV1VW+88UY0ZS8Wi1pdXdXx48fjebzeHGVDQUSSJDp+/Hh0yO/o6NDVq1d1//3369FHH9Xm5qYeeeQRNRqN6Ol6cHAQaW+7u7t6/vnntb29rY9+9KOq1+sql8u6ceOGzp8/r3q9efDn2bNn9dBDD8VpHCBgV2AIM4p6bW1Nly9f1ptvvqm5ubkonaUjlaQIHHAEOv0vPJfVg3xSc3OOj4/H85N6xloicAiVxwRYVze2rDmfcUoFJcdmPqpgHM/lGSheBANIwKiCjDnivKenJ1xvqdXEKEmSODEBhIVy5xQM5BwEyT1QGuSdS4oOgCh9rgW6REmzLzyg7LEWV6xJ0jwXcXV1VUNDQ23tS6EekEPQHvsRmkRqHVPvylFSKFv4YbxEOFSUNdeFWuH7BG9HRkbCePF50LGnDZJp4RQFFa8e6EMePcjqVA3vBPWQBYxkUXDSjadaerm303CHjbtWwAgM7pCjXjaV831uGV0AUIC+Qf0FiYSibLkPVoXyTnivkZERFQqFiNY+99xzunbtWmzuU6dO6fLly3EY5YULFzQ5ORmBNRp3nD59OjjgXC6nq1ev6pFHHtHq6mq0o/zhH/5h1et1feADH4igXW9vr65cuRKoeGtrS3/0R3+kg4Nmo2xaEz744IMR1FteXtbm5qaeffZZra6u6gMf+EBYUucXmfNGo6G1tTW98cYbeuWVV8JIcOIHkWkKSHD1mK+FhYW2wKkrSea/r68vgiFYdqmdavIIMQO07EY4a2T9PiDKLAo/ipHL5SLrAIQDqgcVufFH2UFVoGT8byrBOOaHa2bbeNZqtUj1A4URvGPdSQujSTiuLZ4FBoCSX6l1vqJ7cfRuYE+QLYHHw0DpuLcJOGB/Q0VQ5g6aRE55doLmGCHmr16vRxqeexcO6pApin/IUmDPQwtRKOS0DHOLZzU+Ph4olqPMJIX3Ozg4GN8nd5vgYdZbhGqq1WqR7onBkhQtDeCJ3zUOGCWIBUVBeOJyVpm6kGc/466pb2o2LAvBvRDG7u5ujY6OhrIqlUr6zGc+o0ajoZdfflmXL1/W7u6uFhYWVK1WIwhWKpU0PT2tlZUV3bhxI86hQkjhfUZHR7W5uRlG5qWXXlJfX58WFhb0oz/6o8rlcjpx4kQE00hnKxQKGhkZ0c2bN/XlL385EApIc3Z2VktLS7p8+bJKpZJOnTql0dHRmNvl5WWNjIxEANGPQsEoXb9+XdevX4/KuZWVlXCZPBIvtXfOQpgQTgQZZQB6P3nyZLQ4ZBNm6SX3ghhZnpO/3TPi37wPisQR81GMJGlvpgMXiJyTJeDoh3dyaofTLDo6Wj1mnUIidQzPC/TmCod8canV1QvkOzAwEMrDW16ijOl/wHdZY6npDZFtkyRJxEpoMoThoDoPFApNgDLs7u7WyMhIZPPgETB3KCwqSMkHJkvCqzJzuZxWV1eDzgFl8zzMBzqGue/v79fGxob6+vpivfhslr4DqQIa0Qc8by6X0+DgYFtQjgypnp6etiPrWSv+jTzQ9pPncI8nywRkx10XYvDgLIoLj6dPeTANy8lGywbn6vV6Wy13tmKHBZuentbjjz8eaVa45LVasyJtc3NTCwsL+va3v618Pq+zZ89Kku6//35dunQpUtOWl5eVzze7meF2cZ/XXntNH/7whwP9MsnLy8uanJzUo48+qnw+r4mJicgFxr0fHh7WjRs39PnPfz7yXxFE3unZZ5/V3t6ednZ2tLCwoI997GORLF6tVtv4QzYtm+mtt97SH/7hH+rSpUtBNRAk8Ig3G4JoOaXKKBI+wzuDjLDodPv3/slZDtgVcZaG4t/+WUY28OLI+k6C+v0coEsvQ3VjBdXAOrIeKBFHlQRhidx3dHREYQwBmo2NjYiWg1xZb6diQOEYcVAV/QdAk6wBSoH9xGdAiSBS55oJ4IJU+a73IiaqT3YFHQKRDWgC5NFzanHzFxYWIkYC2szn822BNhAxytN7YUBjoNwIulPw4gE4lDIKE/4XQ5XtZMdcYzCQAegM9hHvzN6RWh47OgAkzneyQCU77roXBIuCdQU5ZYMX2RxJRz7Oc7rLCtmNMvcXKRQK+vjHP67Tp0+rXC63TezS0pJmZ2f17LPP6pVXXlG9XtcP/dAPhUvxwgsvRMTy2LFjMTHwcyCWjo6OOFjzxIkTOn36dFt0/BOf+ETwvlTpQLIXi0XNzc3pX//rfx39JujchHCOjo7qr//1v67/+D/+jzU0NKSFhQV94xvfeJsr78EWIsM3btzQL/7iL+pP/uRPtLW1pdHRUX3qU5/S8ePHo+tWrVaL5+JabCYPtIAuJEV+Za3WrMY7duxYoAHcUkeyjoSdaspSUSgvF3CUFIo3u95HhYKRRdxfr0rD3V5fX38bxwmyAxGRbeBZElKrdJl7cST96uqqFhcX41pSa/09WArHKylOXqBnSC6XC6XlFZTuNYKqUTL0kWDecbk9DY9nwdCnaRqHFNC7Ym9vLzIW0jSNAiVQaL1e18rKitbX16OHdBZ4IWvIE0od47C/vx+nkO/t7cVhuBihSqUSefUYUWQaA0BgHCPGH56BLms8D9kV6AkUOvdx8AIiZi6ZN6hXnv124645YBY3SyE4kuFvj9jzt38WwXO4jkKGpiCSiWVaWloK9yhNU62vrytJEi0uLmptbU2FQkEf+MAHdOnSpeDXrl27pscee0yDg4Pa2NiICjF4383NTU1OTmp9fV25XE5ra2uBoslDfOihh1QqlfTggw8qTdOohIH3W11d1e/+7u9qf38/KndOnz4dSImc3GPHjukTn/iETp06pV//9V/X6OiolpeXoycFG1BqKsfu7m6tra3pt37rt7S6uhpod3R0VI8//riKxaKWlpZiQ3nwgWANVIIjfY/yo/gmJyc1OjoaSMkrqG5nyZ2e8LX33+GpsMmQGRfao8qAYGDEUGooCw+MeQtHV7COuFi7SqUS2QceUEU5SWqjG/geFAVzCMjB2HumQpIkETwjm8JpPw/CSQp+s7+/P/owkCbmqYj5fL7toIBsmTSKmgwMMj94LuI0xWJRIyMjgSxBisgB8uHZIhg3Alkui1ybuSIYihFirTwbwostvBMhSNmPK8IQS61AGsYGw+qnazAPbgDwKNM0DYN4J2Dxjo4kYsKcC2RC+ZxHDX1h7/RvT2zmu0mSaG1tTQsLC3r55Ze1tramT37yk9rf39f169f14osvam1tTVeuXFEul9NDDz2kra0tbW9vx2Gd1KpLzZxcJpv7l8tljY2NtVX3MLFMJKcXk5B+7NixSN5eX1/XM888o5GRkSjZvXTpUnDO169f18jIiIaHh/XAAw+ou7tb586di8wN+FtyL6XW5iwWi3rjjTdULBZ1+vTpQDY7OzuhtFHSzD9ziQIhxYdaftAV7iHcNz1rq9VquKweTJNayhoL72iXwcZyNx6Fy+ZBMbEBQXRHMZgHgkOuHFhz6AOXe/8OuZ+8J7KEYUS2MWrO12KkJEXxAUUTKCAUjEfxpVaTcnfDpVZZMTytx1bceHgmAUpke3s7emjDixLMJR8XWgClhPHJZmRksyeQL48JbG1tRWomssk6lMvl8CAAGMw9z+zxIY4Hc0+c53FFiKF15M/8QMGxZp7fjcHJptdxL6nVxAij864p4KzQZoMtzgVKLeQrtTalK3HyIfmDIgb5rq+vR4MdFNepU6c0PT2tWq2m3/iN34gDMAuFgh577LHIn8SKFovFaF5NKllvb6/K5XIggt3dXV2+fDkExZVFoVDQU089pe7ubj311FOqVqsaGxuLrIuFhQX94R/+oRqNZrnp5OSkjh8/HgpsYGBATzzxhOr1uj760Y+qr69P+/v7WlhY0PHjxwPRO5/NBqGR0MLCgpIk0eOPP65r166pVCrpQx/6UEShJYXQIXhsbnhIotZ+uCGfAzHQ+YyAJa6Vry3K1DdV1hBnBc4DrWxMrtHT0xOVfNmy9PdyoDRpHsMzOjea7Rlcq7XafpI3jauK7LH5UR4YJRQuKI31oJoR6goA43xuo9FoS5NzA07aGKlerCPP76WzyJnHGaCoWFeCd6ybc60YC2TMq81QqnyeYJbn1zcajThRIhucJ8NncHAw5Epq9f9l73rurXvUfJ71JBiYjU2AekHRZHMATABkGAXmmwpaSQGAvICHmgayPG437loB83LZQJojJCxKNi0ErszRFxPqCc49PT166aWX9NZbb+mhhx7Sj/zIj6izszMOKvza176mX/mVX4mOZJOTkxofH1cul9Nbb72l2dlZzczMRKoKtd2kAR0/flydnZ1xpFA+n48WkSgjBGRgYEAnTpxQX19f8McE3hYXF/V7v/d7kezurs773/9+raysxPxQZbexsRHKlYMuHb26i8vPjh8/Hpvs3LlzkhQ5xlAtRG5x4UAuuEekwnnFFetSKBQ0MzMT3CTrhPDhMhJMZZ1oLuRr7psFlMS//f0GBwc1PDwcfZrdU3qvB2vO8xUKBc3Pz2twcDAQJkqDd2YukDGe3XlAlBY9SdwNx3iiuJhnV8wHBwcR/OMZ+HtnZyfy1+H52VtQIlB0Y2NjbcEyng+vSGoqfM60kxTPRlQfpUpRDwBjZWWl7eQKrybzd0YpQWeAqOk4x98E9wELcLxUFXr6q3twyCtzg+Lf2toK44iBJVCIIQGcoMBRztAlKGh+xtoT9yLADdWCPBeLxfCIbzfeEQLGVfFATDYow+eYJBcgD8ygmPk9SGlsbEzj4+N6+OGH1dfXp5s3b+r111+PoBpNjzc2NvQDP/ADeuWVV3TfffdFXqTUtJY9PT1aWFiI6OvOzo5mZma0vLwcLqG7zD65ado80bharWpmZiaOn6bI4zd/8zeVy+WiVwCTLjUt78zMjDY3N7W7uxuRbopCnENiYzvvBzVRKDSPAB8dHVW5XNb6+nogposXL6per+vUqVOqVCpaW1uLBHX4RwzM4OBg2xl2UjuVND4+HhacklZH1KBc5ofnZL2hdLLekLv0UhPhDQ0NaWhoKFCiZ1Ic1SDKzrOfPHkyUF6WxwblNRqNKGzh55y84q4/ChvXFmVBMQJyCJJEwdDCEuMLSCHvleciY8XlDyTp56dlZQ6Pi/zi/v7+tp64lCejlFB+koJaAaignHlvqXVUlyN29gBKnWIQ5ITgmgMzsnS8XBoZXFtbC3CFLCNLAwMDka7JYaTuuR8cHESxkRd5uDfnVCkekcepvLKOswChZnK5VqHN7cZdK2APuiF4LCL/z6JjF3KUMhPG9Zx329nZ0RNPPBEliXNzc3r++ecjnYc0rlKppKWlJV27dk0f+tCHtLu7q/vvv1/lcllra2uamprS7u6uzp49q5WVFTUajTjLDc7Iq3k8I6DRaOj06dOanp5WPp+PijAohF/+5V/WwcGBJicnw4L6MTC8U19fX2yCQqGg8fHxNsRDyz53fT2vkk1OxZCkiOLOzMxEegwVObu7uyH4nhpIhR+KkudBOXgpq7uhLtQYU9bJeTM2pXPE/B5X+tixYxobG4u5dIN7VClorBdFLLlcLhrzww9C4fB7qDPyZr2RDxvTUTGbGAWJoUfJomiccyQzgbl0vhIlzrXY9KS/QQ95KbNfA6/Q9yPBPqfCyB9fXV0Nz47YCoamt7c3UJ8f49RoNKJnMF4FwMaNutTql8x8eEDT9wL8s9NcvDdo3s/bA5HSy4H3IvjW398flYagZN7DlTBePPfGADhlyb5BL/IMvj8OG3etgEGGIDRJbU0qQBAO4z1Qw0Zm4dmEXh2Ups2ihFqteZ7Z7OysKpWKpqamwo3ncM2BgQENDAzo3/27f6fe3l6tr69HGzw42oGBAb3//e/XhQsX9Oabb2piYiLSaTxlB4SBcv7IRz6itbU1PfHEE239Yj/3uc9pdXVVJ06caCsmkBRCy8SjRH1TukvDuyBwzJF7FNwbZckzDw8Px9yzKdnkXJ8sEhCI0wO4aaOjo+rv749iAhQB68Hm9QwWVwz+cwwywgdKnpiY0PHjxyM45J85agUstagY5gu0BMfJ/OFRSK2juAgegWRRXq6YmFMULUE98r4lhWLn2lLrhBKptWauSJyzx6WH4sOoS609ylHrzPfm5mZ0GCNNEQUEZVUulzU6OhrXpOKO7ADkDGXL8VxQe8iru/zoAS8kAWE6kEOx8jupdXxUtVqNDBAQMrElkLukqEYlmOhVenguzCHv4dckiO3ZGp66B1XEugwPD3/P9DPGXSlgJsXzVHGPPBrppDPKx1OUULjuqoIKPHCws7OjM2fOxKm0L774YijXkZERDQ4OamxsTJVKJSrIXnrppdggXV1dmpiY0Obmpi5duqTR0VFNTk5qdnZWw8PDKpVKWltba8vjYxLPnj2rnp4e9fX1aWxsLKz9r/7qr+r555/XmTNn2pK93cigfOGAEHjeHdcTa+0ujqQIqKAEfaOTBkNghO/g7jLXKE54P5A7/JhHb6empmLzwFl5QQDvlV1DlwnnfllXkO/k5KROnDgRPB5Kw1PP/Prv9WCjwZ36vMO1kkvqDWEajUZbO093cVknUBvABVDiP3NUDDVBMAgk7s+EzLh3guFA+XpaG8oInjPbB3dnZyequXxvoownJydVr9ejZzFIGNBAebU3yNnZ2YnjuVDkKF0PxANSQP25XC6qCfGAXU7IFIKywO1nL0otOolm6B4YxfvEgG1tbcX3kWWMjgMrX+8kaTXaQtcA4EhnJA3xTvyv9A5KkXkQNqhTCc7l+nfcXXAXFQWCIA0PD2tsbCygfpIkevHFF3Xp0iV1dnZqYWEhlAdWqlpt1mx3dXXp2WefbbO2b7zxhk6cOKHx8XENDw9rdXVVzz//vEZHR/XhD39Yly9fjkYnfI8Fe/LJJ7W2tqYPfvCD6u7uVm9vr1555RX91m/9liYnJ6PyTGopTjYY18D1dEWNELJp8/l8pLXw3mxc0rTYoO4O8X2u6zy750njxlHtRDACJSsp5ty5Okcp2YyXbMoZn3cujz9jY2OanJwMlH8YKmAejnIwh9AxGECqAaEc2MgOOnxPeGGOX1dqlRqzV+AeMXzIiiNcYhooDThhqaVsSY3ygZyAypElFKjUaqeI8YF+w5XHEwRwwcfCEaNw6/VWExv0Ab2zQfUYGMAOqX1Zflpq9fglAObeCDIEfcZ7E5MCmICuobpofpSmzYIRqD96RHhetNOJvm8ltf2cZ0DBY4jggPFY7jTuWgHv7Oy0VXrwsvz+e32fhc9uXFzgq1evRq338vJy1GSDQHK5XFAIo6OjGh8f182bN3Xjxo1AlJ4uNDc3p4ODA124cEHVavPki8nJyXDZiEa7BXv66afV0dGhsbExTUxMqFAoaH19Xf/sn/2zCGzQcNqNCBvLeR8+4yldUisrwI2Wp7o4qsHa+necwvH0JP4Q1POqH3guotWg8eHh4TAW3gTI0YorYA+qZX/H3wTzpqam2hq5+Od8w7mX9F4P5hEXGeUJXUDxAtF4SfFZPzPNg0PMH1kF/BzvR2pHgCgXuHueyYtnGDs7O+GtoQzr9XoEBFFwpHjhend3dwfSxKuqVquhRHDVOUATuaFACfoI6oPIv6S2KjHSC1GKeLDw1xgO3oscW54Jagx5B3nS2Ij5ZS7xVFgLZN57avi6QaU4Z8/cDwwMaGtrK/afGzIULO/pjec9PQ5jjHG8k1zfdSkyXK8n0jMpICpXSjy8B2UOe6Dt7W3t7OwoSZqVKjdv3lSSJJqenlaxWAylefr0aaVpGrXla2trcUIx9yRAITUto6dneYXM2bNn2xYbwXzooYe0ubmpBx98MIT2c5/7nNbW1iJnESPiCd2gE1o9shk8gwBFzWdx+1BsIH8CIxg6BFNSoCTWhA2QzU6AguD64+Pj8cw8Nycqo4xRwG4IWLcsN531bvBImOvR0dHodcy1QvBuoT3u6U2E3uvBezl/ivJk86JgWDfcUFAj8o2xpaABZZDLtVqdsp7EIFB+yCEIGsPqxyGBdgcGBqIQCPqJZwRBO5KGRoG3BNXCXwJAQP54mSBoSeGys9dQ0MipywkeYnd3d5uX6SgRRYXyZe4PDlonH0uKzI+trS1tbm5GZgNzTPk9WQ1SKy9eUuxr1pr0vf39/WgZQOwGcFEoFDQ4OBinWefzzSOP/P6sPcCv0WgEUHR5vhMwvWsF7KlJbEYUsqNaFgMl5N9zzhMrnv3MqVOndPLkybauRw8//LDW19d18+ZNFQoFXbx4MRL5V1dXgz/mWXkmLwkl0EBN+U/91E9F/muj0dCZM2eiD8LU1JQGBwf1wgsv6JlnnmlrzehzwDv7POHWeYMQFzrmDcWPAkfhwc258PgcsdFwTXd3d9ui8XweCiJJEo2Ojoal55rT09MR5PDmO4dlO/j/ub7LAO/WaDT7XpDnjHA6cgYx4iIeZRAOJIhbynpVKhVtbW0FksQ4bm1taX5+vq2jnBtNPBC4Rff8aEgDP+n7BgV8cNA8O3Btba2NGuD63vTfG/xnA3hkcyAfoGWUM3LhjYi8FNgDsRjR4eHheHZk1ONBABOoDGSVMxZ5l5WVlUDDKGueG0NHwAxQJSnQqSN04hx4oE6/4S3wzmmaBsiQWoFP1ppiFqlZIcsc8pz0FSeWQUyKOAK6hpRGz9g4bNyVAmaTeOAIYcXyS28/pojvuALn37lcLjrt9/f3R+rXm2++qa9//esaGRnRxMSESqWSbt68qevXr+vkyZPq6+vTfffdp1KppLGxsbCsIF/IcITo2LFj6ujo0MTEhEZGRvTggw/qT/7kT9TV1aUnnngi0Pu5c+e0s7Oj06dPxzlwv/iLvxjRUQ+K8Py8c5YXdOPk3oJzxihI59Rxy1CgpD554MuNAIKGkHGGGwiKRiMERbyKaHx8PNaHQIpTG6yjZ674Gnu6Dc9VKpUirxgZcbnBQ/FgoLvYRzFQriAbV6o8I7TOwMBAeGT9/f2RA44BxP31XrB4XR6zqNVqgZBBXF6GXCqVIlca95xzDEHGW1tbcQI2m97T5ZBF3sWVHYaWPcN742az1lSTgjLJF97d3Q0vxlPHXK5RlACiNE0jrRKPmvx15BXjTFUga+NFJpLC8PAHJE8QTVIElZeWlqIHDAcVwGl7m068xkKhEJ3aeHYCp/DEXV1d0TuFZ4CrZh97HvFh465Lj9iITExWKWQDUlkBZ2FRwtvb2+rp6dGJEyc0OjqqhYUF3bx5U0tLSzp9+rSGhoZ0/fp17ezsaG1tTdPT00GeDw4ORmT/gQceaJssDyjcd999OnbsmBqNZoL9iRMndO7cOfX09Ogb3/iG5ubmVK02+4SOjo7GqRq5XE7/4l/8C128eDGQOoLruZz+jv6HaDjGwA2Co0Wu5ygSpUxeL+5gVlGlabNfAcgArsq55u3t7bbGQWx8skmklsvEM2BUPfPBDTBryT2dtiBDBTnBuDntADJ2uTrKAUWAgWW9nebCNcZD8lxV3gsggiuPTHq6HnMHxQFP6+mc7C1XivV6q/rKA5eUQnNd5z7Zg4ADrpfl47PGf3NzM9pOSmprggOvy7xVKpXohMa7I0ve8RCFC0WBgaFKky6HzD0USZqmkZUwMzMjqRUMg28m7Q86gfdgPknZlBTGghx65hXqxXOZoWugYXZ3d0OeGU49MF/FYjFymu803lE3NKwcN/OGMq6QcB08oIMbwCauVqt66623osyXaD2TcP36dUlNN2NwcDDSwWZnZ7W2thYVS+VyOVCAB5NKpVJ0TPvgBz+orq4ufetb3woBO3/+fAQtQL9nzpzR4OCgfvu3f1tf/epX2xqke7oQG4zNheV3/pYF9kVFEHE34fWcwGdeccO8NST3kxTvDs/GmviGAw2QfL6yshKcMFkPBHscpfP9LOplOLeNsujq6orr8nPQBZ3csv0RvhdK+H4PgAByILWS+AuFZh9c0veKxWJE0T06D3JFSflxT8Q2CPiSc9vd3R1uOClf7CHPOXVljMKWWueToSg3NjbCE/QgEpw03hkcM3IGb4p8Y4DIGeZzSZLESR/IPkEm9rIHFSW1KTTkiAINZACqhnJkPDruT9wCL4/KP6lVOo5R4jSXkZGRNjqvUChoeHg4lDKyTFoZTe6Za561v78/ijlIreO+oHvADGg7G5S/07hrqXcX0pEeCI7/O2JC8bo7Jil4R4IJoIbl5eVYUOrcGSC6zc3NmEwQFVaKVpEeUR4cHIxTNPL5vJ577jm9+uqrIVw/9mM/pomJiYimvvbaa/rjP/7jUERYZW/RyHxkswBYQHe7HL0i5PV6M7cSBQ0i4D0cWXo7RFf+BwcHWllZiXxTj8RyjaWlpUBcExMT8c6eTpdNt3EvxdfUBQoj6nz70NCQ+vv7w2V2Nx6+zekThsvLez3gZlEeUqtZFFw+ig10h1Kggmt3dzcKYtjwadrMR+WE6Xq9HiXDoF0MJvKF2w1dxL18ruEqMd4ofio7pRY/v7e3F/KBgqnX61pfXw955d70r0YJIV++jt4lj2fCmwGUwakSWEcxu0sON5skSXCtKDXkf39/X+VyObKBMHQcGoAhwthRBs2eQykDbsj2cH0EgvcgIgaI37EvqtXmWYx8n8+MjIy0BeLRO8S27sQB33U7SudimBRPH3G+yZGU1M4XFotFHTt2TMePH5fUtIpMHmgkn89rampKS0tL2tvb09bWlh577DFdvXo1XpAjWq5cuaLjx4/HmXCdnZ1hMQm6vfDCC/rwhz+sjY0NXbhwITbFBz7wAf3ET/xElDgXi0UtLi7q9ddfb0PtUiuNyGvuEXiP9vN/LGI2IsrPoEm4BwK+vb0dJcybm5shoL656vVm7fzNmzfjWRyJo0joe5ymaRg7D8phALIBNx/udrk77RRUR0eHhoeHw/XlWUB4/r1/nwYpVnDlRMgJcPn6k0dLOpfUyhTp6emJeAYuMPmwSZKE+0p3PvaBpKAgoIqkVp4vG93LZOlRAZ8MGoNmwqikaRopdKBLj11sb2/HvYgPIF90O4O/Zg1J13Se2Sk0vFAMFgrNr4NigkvFcBB8A2nSFhP5dOXoaXtOfVLR1mg0grogUMY9+TdeAnNWq9Vibfl3Pt88SBSqB8XOnmbd8AjghJ1Kut14x+0o2VS4G/Sl9XQPR4oMlDPUwJUrV8Id89JBqAiq4lZWVjQxMREIgYBHtdpslPPcc8/FwZujo6Pq6uoKWuLSpUtKkkQPP/ywGo2Gbty4EYKzt7cX7SZpQvPcc8/pl3/5l4NPKhaLkQoEivNMAJ6b52EDOVXAu7PQKGuCLGtra/rmN7+p48ePR6Oa9fV1raysaGBgQHNzc3FNBhQNbizBGwwL67S2tiap6T1wztzY2FjweF5B5H94Xu7pSMbfi8+D2ng3UBIo27/DZ7KB26MYGDmUFcgVzteNEwpZUrjHKGsyAujb4c11QG67u7va3NwMRY8SccWIl0A1F4qUsl6uC/hhrZ3zZX+Cgn0tkROen2dAfnkP1o3PEV/gGiBxB2NeZee8OsoTQw7/iqcLkkZ5odR5Fww5yhZqC0VerTYP5sUjoGiGuSQPmn7BZHxwGKvz2z6XvDsBWO7F/CAb7HUvq8ZYIC+HjXd0KCfojUmg9wGtBb36w5WOR9PhN/v6+tqoCu8cVa1WtbS0FAj47Nmzunr1aiRLS61c16GhIfX19cV1yW547rnntLy8rPHxcU1PT+u73/1uBLWq1Wr07l1ZWQn08sUvflFzc3OxGbHAXpfv74il9AXg2dx683tcMQII8FDvf//7YyNvbW1FgjluGIbAU4Bu3rwZiAJk4KlPxWIxjpLJ5XLRI4MMEhCB0yisryMlNgJC6saV9e3t7Q1X3je7e0ZO3bhXcNRBOOIaoFrc0729vZBRAkJ+VhiKwykKUiJp9oJbz5pOTk62VVIdHBxE0JL7SAqF64UKkt5WTstzoqiJ9nNsEOmFGBQ4aIy1Kxka0LPP8TSdFuBaxDegvVBI/J7Of54dwzMgZ1480Wg0ItgsKRQoFCOGjDlBbtknnv8OZcdBDATCu7u748Bd5pUSa6hKSq1dcTLfhUIhDq0ltU+SFhYWNDw8HHsDXed882HjrhGwbzyUMKkxLDQ3R1F4fp9vtizvh7tD28WZmRldv35d8/PzevzxxzU7OxvBEMj2arWqGzdu6JFHHom2eqDyT33qU1pZWdHLL7+s3t5e3bhxQ9vb2zp58qSmp6c1PT2tQqGgGzduaGtrSx//+Mf1C7/wC5qdnVVPT08cL08uIC4g7+RKRGr1s3Cu25POPagFMhwYGAiukaj4wMCAurq69OCDD0bKj3OmKIJr165FkC4b6OIZG41mgj6llgT0nH44rFzSUbrTBu7RuCGWFNFoBmiO52AeeFZk4agpCYwk60NOMO+wvLwcVV+gJz/YEeXtCJZcUM+E8MA1VJu3iJQUjXt8TqCkQF2sl1N25CnzfChXPD0f3I/iHXrksh8pSCHtCnrRaSj29sDAQNvP+T5H/YDWuVaj0dDa2pqGh4eDY+ZeGCSMHie4oORBvChkcqK7urrioE845Hw+r4GBgaAGPC+X4gqpKc+Dg4PxzmmatqUiZuMpzB/vIikUOdfDIPD/O427DsI5smGB6/V6IB/4YHeFXMBQPs6P8nLValXT09OBGhDyxx57TH19fXr11VejAoa83tHRUc3OzoYwvO997wvrdv36dRWLRU1NTalSqejKlSv68Ic/rMcee0xPPvmknnrqKc3OzkqSHn/8cV24cEGvvPJKlOaCTFEqoA1Pw2JBPHjFPDEPuHfuzvN9+Kne3l719fVpampKjz/+uMbHxzU2NtYmOCAV3N5r166FZeY5MQxcG6VC06H9/f3ojcFzeOSWn6EgD+Ow/P0J6sDl+Vy4PEitwptsMJZnOCoUnMvl2vK14eEP8/bccCLzUAWVSkXr6+vBuROxlxS8MZ7LxsaGlpaW2oJy0CDQEWRiZAOvtVrzJA4OmSQFDe7VOXj2J88DkECZkF0A9cDPKLH1IiDngVl/AuLOd1ItSgWZ1FRS0CnDw8PBw3Itmq97yh00BB4g+cQeR0F2vZpOUngyeI5eRAUoIRMJhQsKJ0BYr9fb1pX4CcDP+4TgJTlYIp/5TuOuKQh4DTYsrq2kcGk9EOdoEZ6Fl8jyjfR44FqNRkNnz57V5uZmnHZMahBtKaemppTP57W8vKyBgQE9+OCDccbbhQsXokVduVzWxz72MZ07d04DAwMaGxvTd77zHa2ururMmTOqVCr65//8n4ey5A9IiDOe4JlAtBgTqaVUHf07pwfFglCDfrDQFIoMDAzEtfgDysLCXrx4McpaEUh4c6LdjmwXFhYih3J6ejroFQ+MevAt+28QAf9nDVljd2mlFgfpHkD2uj5/Tk+81yNJkmh4Q/AFN9l7CiRJEu0bMTp4ZJ4lwHvhEpMVQvqWu664/LjYeDeSIg3L55B/485LTeVIWpZzrSBvFA7u9uDgYMgc8ZZsSimyAbImUEmLTd6dzm1ZEIKnR2MfgES5XA6agffGs0AndHZ2BtUhKQwPegcD5emb+/v7bWlfnZ2dWl9fj7nhOT1w6vw3eyWfz0flrXtz5HyzZh74Y+14HgKgKOI7yfU7QsBEXJmUbApTVrHyM1coLBKTOzo6GjwZeXXHjx/XwcGBnn/++UjR8WgoqIGyYk9TmZqaim5nuVxOjz76qCYmJgI1b21t6a233lJXV5emp6f1+c9/PmgAqRVgcdId7g9ehz/ZwJijSfgtz/FEgbsQeGI6yMpRpmc+7O7u6sqVK218bTYFLbsWNByqVqvRn8E/74LiKCPL1Wb5Xw+UgI7goT2X1RWt1F7Q47zZUQ0UJPwnubsgGNYchYE3hDLyABFcMNVR9CygtBzkCGLd2NhQuVyOogGUuZfi0pOCTB2p1RuC5/MetVIrM8dblVIYBLKmkKlcLoeCcTSJ57W/vx+crMcwUIgYr3q9ro2NjUC1lHFz8kRHR0e08HQU6mlbVN4lSbNJ18jISMiw5+o6tcc+29raip8T7+D5kVVSPfP5vBYXF+Nd4NBR8BsbG7FHPPja2dmpoaGhKKVnLQARJCeggO8k13fdCwJXgwXmBrhMrnh9kzky5v8oisHBQfX29mpubi4WmGj99evXQxD6+/tjEuhvS0Pz8+fPRyXND/7gD+rq1ataXl7W8PCwfvzHf1wzMzPK55tH83R0dOiZZ57R/v6+nnjiCf3RH/2RXn/99XD5pZZVIxWJ9wOl8G+ffB/83yPICKS7lmw43BUEms5ToGSCNUmSaHZ2VisrKxGslFpBQTcGPAe8FogGK82aOBJmOOcM/5ZdT9YQtM3vcF0d1WapKDfERx2AkxQbFGMoKRL+kUlPLfTsA9/gOzs7kf6IS8vn/ZBHMlCgMzBanMCL0cbAImM9PT1RrUkprNSea+9eHNQUFY+U7ZOWhaIAjeLNuIzjinvGD/fEw0vTNHLsx8bGIjMKugxDv7m5Gd8vFApxMEKtVmurvGMf8DMPdJbL5ZhTrrG8vBzPREWcpPD09vf3tbm5qbW1tXiearWqwcHBmAOCc15XALUDLYox9CAtRhXdAGXi6Xe3G3dNQfhxKJ4PLLVzgy4AkiIyynWYLDjaa9euBbo4ODjQ0tKSTp48GUEJRw0gY7ICDg4OND4+rhdeeEFnzpyJmvD+/n6dPXtW4+Pj+tEf/dFw3b785S9rdXVVU1NT2tvb07e//W11dDSPLSmXy+GeERR0Vx70QWtCdy9QSu7SMHgvhMkRstTqNLWwsKDe3l4NDg5qY2Mj3MjFxcUQpvPnz4fCA0F7oCSXy4XAsDkwTrlcLjabo1FH7W5QUAD821EwwwNrjn65tg9XutwnG8x8rwdyAYL1/zuwAAh4+hRol6wazxOHusHNdzdXah0pj9vt8RCUbTagC3+L4UNReZzCj9RhPZy2oOqMkyvIbYX+A6lnT0NGjpxK4ch4gud4AuiHer3ZpGZoaCjOVEQPoJTxXjFYgBKQKcUQzB2gw9PehoaG2gw/5fl4xb4/6GGxubkZ4K/RaMSegfph8EysA5SMZ4B4UQ2GB+NxpyDzXZ+I4Q+DAvDNw+YCKaCIfcMiOEmS6OzZs5FmdvLkyXBNBgcH9dJLL8VC8cIQ+UNDQ+HaLS0tqb+/XzMzM6pUKnrjjTfU2dmpn/7pn9bg4GC4lr29vfrKV76ia9euqaenR+9///v1j//xP45nXFxcbAtgINCuMFlwKqTcBWJeEFYPCly6dEnr6+vxHO62ep19sViMdJbr169HZgGI5/XXX9fKykpwkCw8wowlJqIMR0ZrRKLLrvQI5Dm1cNjw32cVNG5rFv1mKajbeQpHjYIXFhbiBAYMGMh+Y2PjbcfioFB9A8JzOrcIj+z7gd+xVzzI12g0YgM7svZyXuQVPrrRaC+a8CAQqBNUz2claXR0tC1Q6EFj3otDOgEeuOmAJ/Yl78j8bG5uqq+vLyjBbOCM3Gn2DnNOnq7rFUCNpCiWKZVKGhoaCi+R50EpFwqFyEHG+yPgvb29HZkTvAtzxJ5EDzAnyAAGF3TMHDsAwYgzv3ca7ygPGCFlUin9dTfUXctsVJ3vPfroo6pWq1pYWNDU1JSGhob05ptvxmZeWFgIHg3rD8oYHBzU1atXVSqVNDMzo3K5rL6+Pu3u7ury5cuheFCgo6OjunHjhl599dWgKZ555pmo6yfKyr14Pyf6ETQIdi/3RLkwP2waNtvo6GgsPqgd5epoGcFA6UKDFIvNXgGvvPJKG8Jms+O69vb2ts33wMCAVlZWokyWYhPfyKwRm4mfZykW5iT7x4Ufw3KYAs6i3qxsHdVoNBpRjdXb2xuNjVC4VK15/153qyW1ufNeWt/f3x8oDlfWFYIrbef7+RmKwBElCBIjAc9KMA35RCFzXU+d7OjoiN4RnjcL0gd9E9zDq8wGmeGpyb5gD9Tr9QjSEbAjWwQFS7CNf0P78b6ea4u8uAfJHkNhwn97QDRNm+dL0rgrTVvVoPl8PhSvl8mzzr63eT7+z9oQRJUUQU6Xbwzt7cZd5wG7lmdDebXHYa5sFi01Gg3df//9Ojg40HPPPRdnt83Pz4frQ7oKfUPJG8zlclGie+PGDc3MzAQZfunSJUnSyZMnNTU1pfHxcW1vb+vKlSt69NFH9Qd/8AcqFot6+umntba2pm9961sR8OL5PBHfUQz/hnYBubIZXJmxuLir+XyzOTnonXtJTSRFVgZVfrTqe/XVV+M71WpVzz//vObn5wNZO9qih4UHKb10lPcACbGW/iwuOHgxoC4+53PFGnNd7s/P/R58z+fJPQ3ni9/rgfLwjla45ZVKJZQHx5yTf+v9DEjyRwHAdXplVqPRCF6VNUSmWDMCXRixQqEQypC5dkWVJEm40JVKJQKHyAwDOYXOQ3lBV3DUUrFY1NLSUnC6oEW8NLIJuKYrY+YS5QfnDeeM4fFAGRVmKD0qQHO5XOwHTxHk1A/iGMwph2JyDwxWo9GIfGBfF/KfCZKSCwwVgVfDSRzEW+Dy4cQ9Z9tBFetzWI69j3d0LD2TnuUDPYUGC+xKiQkeGxvTG2+8oe9+97vK5XIRINvc3NT6+rry+bwefPBBffvb345oJpHUoaGhiAYXCgWtrKyoo6MjUqzo5UDQYW9vTw899JBef/11ra6uRi+IX/3VXw2FgqC7VfU0MoTaG3OTj+z9cz0dzd0SXHKv+pEUVn5nZ0crKyuBvK5evapcLhflk5K0urqqV155JeaeRXZLi/vPszt6AgX5iRduHFECjuJRwlKr2bbUbkj5LEELT1XzgBs/y2Y+ONo7ShScy+Ui8g61Uyi0zh7EHed3KDzWh40MWsIrQSlWq63G+PQaQM7cM1xZWQmERu8Gp3SQQaec0rSZmUMhD6mh7qWgdFE8LpuAC4LEKGmpdQoOiN8LGHgXrs/xYWQ2kCfr+fTkLGc9SowPio55Zr8BzMgX9s6H8NEAQ0lxBtzAwEDQNFLr7LhSqaStra24PoeMEmchZuNptwTCfU9JLQMBN+3HEH0vub5rBey5bUy8Ly7uByPLDxONnJ2dVa3WbExy//3369q1axFo29/fV09PjzY2NiJzgSTtUql5HMvVq1f18MMPa3t7W+vr63rzzTf1vve9ry1NCCtGhsWTTz6pnp4efeELX4hqHVeQKBastg82C4tBgrjnPnsrQFxLFsz5P9w+UA/Cj8JkMXH7tre3dfHixajWYWE9GguKwyDwGY9Se0HIYWgWhew8liNZFK4rDT4HD+054lm6wRWtp+kc9XCqiQ3K2nl2ChsLuocYAF4RRhhFhQwiT6Dsra2tyDvm/lKTs6WiS2q1FOV3rDnKDO4e2UJJA1ak1nmCgCOULe+WJK3c9LW1NY2Pj0ewrlZrldij6Jx68bx89pmXvHsPikqlElWqKH8oReaPOfMcWjckXJMKuc3NzWiIjoJ0OmN3dzeaIUH3jI6OxjszZyjobHAcagpFTcXh/v5+ZGn5ngGcQuXcLhDt4x014yF/N02b3Zi8oQV/3EXlb/6gCGq1WkB/3L/5+fkoyEAZkcy9vr4exwSxQFNTU0rTVDdv3gzObWdnR2+++WbwMT09PRoaGtLg4KB+4Rd+QVeuXIl3QUBxGdwFZxCkID2IEwmq1WpUL2VLPlGUCKvTNY4gPU8RJdzf36/e3t7grN544w1duXIlNhxcnneiYnM6BYAiRWjgAX1zOQpmk2U9AlekjrqYNw/6+O+ca/a1Z/NmaYmjDMTxvt4YBmQlKQK5GG7yckF4DM8MyuVygaBJO0RW9vb2wl32ExZQFrlcs/jGiy2Ig6Ac4OhRhPRdAH1i3JFZrw5DltyLQUES+KvX65HpAw/rWRgeHAPlu0LzOAKNushbzgaw3RsgoIfsFYtFDQ4OxrUxHngh+Xw++r/wec6J47lR9OR1kwXhPLRnkuBlwluTJcW7bm9vx/8BPRgAlC/U4B3l7m4F1d1UR2psaJSzLyzuLQ8PUkBYeWFSuzo6OnTx4sW2tCrPQdzZ2dH09LSWl5eDWx0eHtbc3Fwo1LW1NR07dkzFYjGaJf/u7/6uXnjhhVA8KDMXBJQClh0rhmsH94Og8C5Zbjw7Z+7ye3YEzYuoWec6KMnd3V29/vrrbXwsKIy5cQ7OhdwDJhgMDzB6UMyvwTsc9h78Yf0ROD7vCpfvu2fkaNnl6SjpBzwzSbE2jm75QxoV81MulzU8PNyWE+wIir8pfECJ8+5QWcgPXcjoKocyRdHQZQ2kRlECKNWDppJib6GIPA2Na6J4UO7IZ6PRzJ5AiXOEEoqNeePdoVu4L1RCo9HQ0tJSZE949g8cNJ4dLWQJJroC985w7B2yViQFTYIXyF6BNmLNAHZDQ0ORC025NoFUvEZ0AcFl5ha58DkGFUPbYVzJtLjduOssCN9sBAgkxaY67GYgL9/AuD90/qI95cjIiEqlUpx0DKFeLpfV29urjY0Nzc/Pa2lpSX19fdFdf3NzU/v7+5qfn9epU6f0wAMPaHFxMTIPXnnlFX3pS1+K+3p+HhuO92KSyQnk/254UMC4r2NjY/FdT8fyuePeWFZcUy9Fpc8rqOPChQtaXV2NgATzjCCDBthYUru7ms+3jlbHWHhEmWdDWYPe+JnTEBhVN64MUor8fbNekLtsyIVf+6iUsFMAuNCe7UDaFJQQz+v8MJ/1ajjna73PL4afAJqk4Io98Av6pTkQ80WBCCWzyC6nHnMkPEoNNItxrFarkY3gmRw81/b2dpvniuIG0QNe3Ktz+eJee3t7Gh4e1uTkZFAMDM/QAPE6zUCnRLqSMc9e9OBl0ugS7t/b26tr165penpauVwu5hcvJtv0yGMfXgbd3d3dduoHBse5YLIj2IP5fD7yo7nv7cY7bkcptVxHUJij3CyCcsWNq8fnt7e3oxAhTVs9Wb2VH5u7VCppc3NTN27cUJI0e/xSWpvL5bS0tKRSqdktf21tTaurq3rzzTf1jW98I4Ia7mp7wr2ndjnnRdQbS+rIk3vu7e1pbGxMfX19bQgfxU26WZI0U4Cw5PDKCDQLzs8vXrwY7pmjcdw/pxIIXjg/D7e5sbHRphAd/XKtLCfp1Ak/P4xSwh33+XOF6pkP7iG5ws0q9PdywJt6LIDN5BuPnGveh59Jrag6wVPeiXxxPsN7+poxz6BEDCc0k+eJe8qYp2i5wshy/gT8+DzPyvUczQFGkCXmR1K8G3uGVDaUDpkU7F1aq/LMPDeo3AEQn/O4DNlDFBE5rwr4AEw5QgcZw/diTPFEUZqUYdPU3r0g6D+eh2fzznME7/BWoCYJ8jF375oCdvcETurg4CDOicKVYrEYHoRh8hBsJnZ5eTkCcA899FBbVBFXieYzWOGFhQV1dnbqwQcfVD7fPD0DZdXf3x/ZEr/3e7+npaWlEHR3bZxTZXG5N+5X9r1wpXC5yMbY29vT+Ph4WwYIgoQy5vsIIZue66OMpWbmw9LSUvyMBa7X68HpoWRR8ihe0DWBEO7r78K7u2J1JexBSVeaHmSDY/YAJJ93Ay21lK8bX35G79qjGMgD64XLLSkCRaAduqW5t0fmAwoMRNTV1aXFxcXIAd/c3NTKykqUmXNfFBaDTQ2lhZGVWq0zCeiROeD7CfeX3FgyOOA68b64Fp4cKBOvDkUjtUrJUUggaWSYgg1k0z0AqBRJ0euFlL7u7u4wQq5UCXqSEZKlCru6ugK4EUdxWpOsFjhw3mF3dzcCglAdyDLZKewdQCH7EaqBPY1XwlpzL/YdcnMncPGO0tBYrHq9WT/NMTTuumVv7JsRS7S/vx/u9+bmpnZ2djQxMRHZD41GI1wSrrGysqKnnnpKU1NT0cAEOiJNU01PT2ttbU1pmuqBBx7QxsaGxsbGND8/35aeg3XHMmdr1CWFQvOeqM6ZMuhNvLu7q/n5eVWr1RDIgYEB9fX1hZICITAH3msAd4XFA0mBmhFAn2eEwyPwCCURc0fJKMCdnZ3okAWKOCwQ5p4NwxVxvV7XwMDA29bcjYp7Tp6+WKlUND8/r9dee02vvfaaFhYW7lYc35WBceeIeQ8YMn+5XK6tVwGGEKUNz45nRXAHDpCOX/Ru8CbnzJHUoiLcYyS/2KvB+vr6YqMjp3CcfX19qlQqkSLG/en7i4LhXEWMck9PT8it02iU9KJIUexeJUoqGd4imT21Wi26x0mtPORGo6Hx8fFo6sU+A0nyfHieBNnwBAEfKEMvV6YlJCgeDzCXy0X+MAYBQ4c3yjuyxzjbrq+vL96L1pSk/qH0mUt0gdSi+W437pqC4G8WlVxYmn4TGXQ31pERD0pZ7E/+5E/qzTff1BNPPKEvf/nLQf6DjID9TC6nCpw8eVLr6+va2dnR0tKSTpw4obfeeitSRsgiOHfuXLgi3/jGN9oKK6RWyz8m0/kwfw/+DxJhgei6Pzw8HFUxLLCf8IoAsqlAIST2o9Rwa0hzY+OB0j1g5lFsL530fGACeuRgpmka/WjhNeEwEWZH0tmAmt8X95vezFIrus1wZc13Njc3NTc3p5deeknPP/+8Ll++3Nat6igGPCed+DBmHpgFpRIM2t3d1fDwcCBCXG3eBfRHTipKzoOskiJ67k1wiDGAtPCoWAf6GUgt/hKDXi6XI6OBtfPcc9LUUD7FYvPMRGQUZEy3MsAS84AChIoAmHgMgowc77pGn2BSzfib9o4oOfYmCJw4hqSYF0qZkS8P2vH8SZK0ZS4xP6zj1tZW7E0CaE4vSIpAGh4FvLsDFThhjA+eBPv/TuOuKQgEzDlA3KCOjg5NT0+/jWtEMfCz3d1dTUxM6Gd+5mf04osv6sKFCzpz5ozy+WanIzpFsSmykXuU8MTEhN58800tLi7q+vXr2tvb0+joqObm5rS0tKTR0VF95zvfUb1e14/8yI9oYGBAX/rSlwI14H6weZhMpx18ouG9WCB3Ofr6+jQ6OqqxsbE4Hw8hBKlyTfIUcXdRlGyIkZER9fT06KGHHtLExIRefPHFeD93M3leR2VsIP7mniD9arWqjY2N2FxewOGf9U2E0vfAGoq2UChEJgAIgZFFynt7zRN6r1y5oq9+9at65ZVXwrsYGBjQ6urq3YjjuzrY4JubmxEppzF/o9EIbwQPQ2rRE1KLR2aQ2cOmp1IQZU3gCiTH4BBK5pl7OIXkHCP8qRczQJFghN09R8FDJ9Tr9Ti4kv3l106S1knIKEn2JCdqON1GOTdZRKBDEDQeE4FAqszQC3DauVyz4pV+y7j+gIlCoRBoloNFUZCcYMPPnId3OsK9242NjZB7kDZGDiWOgsWgQZ0QsMeAOvftGWCHjbtSwCgJXg4E7K4GvCkjG0Wv1WoaGRnR008/rX/7b/+tXnrpJXV0dAQKYuM7H0sHfSaWqpWpqSktLi7qypUrWl9f1yOPPKLe3t4g7fP5vI4dO6YLFy7opZde0oc//GHlcjn9m3/zb4K7hL/CVXEezANtDFxM3seDHRzJTnqLB2gYLAjz5BxVoVCIc9VoNjIzM6NPfvKTeuONN/T1r39dr7/+eiwu8wnq9aR7UIobACwyQoybjBEA7dELl++ywUBg7gkd1kc1y0nyjpws8Pzzz+vNN98M1DA4OKiRkRFdu3btbsTxXRusZ7XabANKkIq5gpdkE3vaGfPAO3IMz/7+frSZBDE56gXVscExVIAb+E+8NRQRa0BXQgK2c3NzEXkHHOzs7ERREzSBG3CMKEUU5XI5mrWzxvC67BXkCG6UvZLP54MSgbLA4BSLxfgZ3CpGhL2DcqP6jWIV79TmCk9SUEIANO4D0mY+MQR41+gWnh0+2gPs+XzzSCMQPPsZA0Gw3POzpfZsHipd3zUFXCqVNDw8HAUOWFmEb319PdwfD9Kg1KSmhZ+YmNDv/M7v6IUXXlB/f7+efPJJfe1rXwsOKyscaZpqZmZGV69eVbVa1Te/+U194hOfiF4QY2Nj6u/v1/Hjx/Xtb387Iv8cWMlRP9evX1cul9PHP/5xfeUrX5HUOmrFMzukltLk/dhoRIj9nRBEBM6TzOGwPO+Vazt/6yjVPys1I9tPPPGEHn30UV25ckVf+cpX9O1vfzsQiKfkuCIEcSAkuJ4k/aMcUDRsAA+4ObeMMkAJk67jgbrDskngxC5duqRvfetb+s53vhMHNvb29mpoaKit/PUoBsrBswz4P+tNhgJolA3L2rtLLymUqdReZegBP5QD3hXHA4GQUdIYOQwc+wsvcXx8XI1GIwLPKFXQGHsLeXAaoLe3NwxhLtc8A4+eD1Bz3BdFhlEGCRcKBW1ubsaaEwx3EIO8IRvEKlyJulEhZsMelloUIKCCNSGDyuMr0IAUS3HYAQgeRO8ySz4zqX5QFvv7+5qbmwuEOzw8HAYEjwJUT3GaK/PbjbtWwA8//LAWFha0tramtbW1cMmw0BDnTIRvKnrcXrhwQevr6xobG9NTTz2lS5cuaXFxMQR1dnZWJ0+e1M7OjpaXl9Xb26tTp05FG8fXX39dL730kh599FFdvXo1Tnu4evWqNjc3NTQ0FM9br9c1NTWlzs5Ora6u6vnnn9ejjz6qycnJ6HiPwoHz8wg9is0VtAfkaNiCAkMBeo6tc6J+P8+KcB4WpOMbHOF86KGH9MADD+hHfuRH9IUvfEEvvfRSbHSEGyOB9UXQeRZ6AfB+nqyOR4N1JwXKg3sgqtXV1egih/J1ysaph7m5OX35y1/WCy+8oN7e3mjajbub/e57OTw1kvxTD4K5svR3Y41xjT11i0AQ8+7NvPk+7i8yBSpkLorFojY2NgJJwxOnaRoFIQR33dh5JgYuNSgeQEFXPLJouC6GB2+TjA2pVY3HwFAR7HPaBMXNKTJ+MrMbD4Jwzo37PEvt1YXINvSN1OTkt7a2ooaAIDiotLOzM9LlGo2GlpeXNT09HYDJUTtBV0855ZlHRkYiR3p1dTX2pcvDyZMnI47j1N3txl1TEBMTE3ECMtYXC4Mr67yfB3LIdKjVmiXI09PTGh4e1gsvvBCCzHd6enqiMKHRaFau3Lx5M1o1XrhwQX19fRocHIymyhcvXlSlUtHx48eVzzeb+9x///3a22seFU6XsUuXLumjH/2ofud3fidcC4/eIwAgWaLDjjDZpNmya1weNpVX/XimAUIIgsTVR8BBCJ7YT3Asn8/rAx/4gM6cOaNf+7Vf0xe/+MW26OxhBsAbl5AyxvtgZOCn4bxIu+HdUcCk9ywsLLRlarBZuHa9Xtf6+rreeustffWrX9Vrr72m4eHhMJC4nlnD914PTz/r7+8PZUo6GPwkHB8DGWdtWCupFYjyrCGpxQ3zzlATIFZ+jiKngXm12jxKyguGQIkYdG9PiVHkueD/8/l8GFCQKz0cvM8tR4TxHRQj3hsKnmdFQWIQ0A3ETFBkUAvIN9QGObgYfTxCj2s4aHGqkjJs6D2eEWTKngTo8G6ACk+d47sgWdrHQr1mU9eYI8+Z5nPO+d9u3HUWREdHh44dOxYuCtHTlZWVmCwPNPA9z4So1Wp6+umndeXKFT3//PNRjok7TAL26OhoUBY3btyISreenh499thjEWw7e/aszp8/r6WlJQ0PD2t+fl6nT58OFyKXa3Zq+trXvqb3v//9+vrXv66ZmRmdOXNG165dC/QLCkUZeWDCE8cRRAj/rBX0aDWbGTee4dFRz0BAcTnidn4WIcII/K2/9bc0OTmpz33uc9rY2NDo6GgoCeacvEuekSCDCwbPzHM7xUTgVWrSIeQgw7GTJoUBAc3hlfz6r/+6zp8/r/HxcY2Pj4fQe1qe91N4r4dn9biS8dx2lJsHsJg/jA4Gl0FVI9f0bASMMp4TlEOt1uwdTWAbpOhojjV1jrFUKkUlGCgbFEaqKM+GUXVZ53uksHnnN0fYIFAHXZ79QP4vewFEDbcrNdsEjIyMtKVGIn/IODLnmQXOFXt6ILLHfVCAIHpJoew9f39vb09ra2sRCETxsz8qlUob9yy1+m8zd5IC6Xv+L8/3rqeh4U74ZtvY2IiSRwZWypEl1xgeHtaDDz6o7373u5qdnY1m2Gz6arXZ+3Zvb09nzpzRxYsXo0fo0NCQpqentbW1pWvXruljH/uYLl68qNXV1UCbpVIpmrwjqFNTU9rf39fq6qo+/elP69VXX9UTTzyhV155JZ4LxInBOGxgmSHpaSVJpFpqRdQrlYp6e3tjAVkQ51ZR7mxSLCoCzRzybvyfP8ViUT/+4z+urq4u/fzP/3wEXhqNRqB0qIasgmWDuyJmDRBU/k0DGnfL+/r6wtDxXihfsi0uXLigN998U4ODg3GCNSlLuNYo86PigEm4J5WP+UrTNDIEpKZrDUKu1+vR+pQCGdbdCwoktXG+KCEHHHCJXq6MUUvTNBSrB/D8KHrkBiVNlRxrPjY2FmlgkmLPIktkFeH58Cx4BeVyOZQ9z9Td3a1yuRzeU6FQiPJmnlFq5f12d3dHnwcoMNLP/Dt4FChZ0ClABLAmtU7kQemjOPkdugTjyvOhPOG9kT/PHOnp6dH8/HzsB+YOb5l9yuk9eBhuzJl/pyCz464UMC4PSeRsoK2tLc3NzbW5WmxsNrlHzyHGIf9R4HRzoj7+4OBAi4uL2tjYCFL75s2beuutt6LkEgu8t7enY8eOxSQ0Gg3Nzc1pZGQkUm2efvppXb58WR/60Id08+ZNbW9va2JiQnNzcyFwHlhzGgE33nMFST1bWloKF9Xd1O7u7jahd6UHavKaeITbeTKQJHPo7iu/LxQK+tSnPqX19XX92q/9Wls1D+tGZgbf8UCSCwjXRkDZCJKi9Sb3HBkZ0fHjx9/WulNqGp+FhYU4tWR6ejqULIqmr68v3Nhsyt97OaCMmGNyyFlrR2l4BCBhOmpJreOqPIbg3h+Gh+AyPyPK71QBz+IFOBg2aAWuXy6XNTo6qmvXrmloaCiaU5HtQl6901goIkpyJcW9GZ4iBz9L7xfkC6PjeboEuZhbqZm3TKEG74KbDj1B0M+9RW8sxdw3Go2oOcAowUfv7OxEthZdzGq1WmQt0HObFDbaFjCfKOmdnR0NDQ21IX9kwos20Fl8DsNKSwLPKDls3BXkqFQqWl5ejuhkf3+/hoeHNTo6GkLGZHn0lwdDydTrdb311lu6dOmSrl27FnCdbmPcK5fLaWFhQbu7uzp58mRYQiqMSqWSnnvuOfX19am/vz8KF+gHgaDgTk1MTGhyclJf+cpXdObMGV2+fFkf+chHgjNzDo8JZ4HhpkCYnZ2d6unpCe6JlDK+g3FiPpy387lhE2JRXfniqiOgLKYH8RD6JEn0mc98Rj/wAz8QUXCQkB+e6Byzo1nnqvz//m+QMMd6U4DiyBUFzdFQS0tLmpiYUF9fXyjYYrHY1sKUjXBUChiDQtyAqkhcbGRTasqFKzRO0kaJIzcgYJQcSgP5RlaYL9KbJIXX4Z/hGZJbaZieKYSSoShkaGgo5nhgYCCQcbVajUNn+/r6Ys9yPTy1ra2t8AKkVgEKNAxzBvLe3t6OBjdkIOEFeDkuGRoEIKFn0jQN2oN7sBc9q4jr8QzLy8vxe28F6emPnoWEAQS8EcjzIDYUDwaFz5E5QqYDXgJGeGVlJd5HUtt+v9O4KwW8v7+v2dnZcG/4gyJy7tEjhPyN4sECE3nl541GIxoso4BJH0HBchzRxsaGZmZmoulyf39/dL8vFou6efOmCoWCbty4obW1NTUazdLHmZkZvf7667p06ZKGh4c1MzMTig/XPbs5UUAIJG4TObAoYISAE1oxNh6MdIXn740FlVrFIK5sESoEi995ullXV5f+0//0P9Xk5GQIDEiLBHrm270VFF9WoSNQuGGO0js7OyP4ma3IqlarWl1d1RtvvCFJsWa4chzWyKbFRT0qBcy7E4QjXc95WDwVPDvWwvO5yRhh3uBqSa2EDpNaRQ5O8WBooTicG83n8zFvlP6DkCm8ACXCqfNseHfMMwiOIHdXV5d6enrCi+vp6Qmg4ZVsKEBoGVew8MpwoNvb23GqN0UooGbeE8Saz+ejcg+UDOCo1+va2NjQ1tZWGB10g1M/XHtwcDAMC8AOEEa1G9kuHqdh/3kXOeSCatxCodDGx2M4Ojo6NDIyEuvmp6Uf5h36uCsF3Gg0dOXKFa2uroaQsaGcQ8q6to6Mc7nmqReLi4saGxsLXsmDPhRSgI6wWlgTUsrW19cj7WNlZSV6EszMzKivr0/r6+va2NjQ0NBQKNj19XV1dXXp1VdfjSwMjpVxN8fTqnAluH+tVgtKxCPZfJ9FdYWKdXaj5AqN+2WpB0ltlhTlmF0X/kxOTuozn/lMCB0ZDAgF1AfXciOQVcwoGn7PHPT09Oj48eM6c+ZMBNFciUMVcUSN51hSVru1tRWBHFDPUWVBSK0SXZB4T09PpGrRKJ2GUR0dHfE5FGyappF3i2IgBYzPo2TIXEAp4raCulBMoGepKXPLy8th6JEdcmbh652v5Pnw2Fh35JZ1IbgI6iaghdeT+/+3d2a9bV3X2384aDQlTppjpVLiMXXTFEWLAG2CAgWKol+gH67foXe96UVvigJpkdhJbcWt41GKZU0kJVHUQIrieyH8Fp9zYqd/BW108XIDgmWKPDxn77XXetazhp3NRi5sLpcLisYDs7j9rLcbJef4+ZfnQBlSQcc9eFYNNAqoEhoCY4eRYR9RSo6hYU7cMJJ+KSkyusjyYU4YmUwmWt7yOsaUe87n85qYmIi5AOz8VxGwdN4MndQwkC7RUlcaKBvn1lBQ+fx597B8Pp/ohTA8fN50GcuPlR4dHY0DAlHIuVxOL1++jMmRFEgXbgZhb7fbWlxcVLvdjq5lQ0NDunbtWvydxfUosuf6gibgeYl8djqdEDo+71QDAvc6vtVRrdRXpB7MBN3yXlfEUrLVIwL2u9/9TtPT06GAST3y+3vd+nAN7sOpDjZttVrV0tKSFhcXNTc3943g3tnZmer1epw6ArKlwQtID67O03cuazAvuLJUIjI3norFfAA2qAhrNptBP7F+Th94cY4bapAjngAKr9frxd9AqijB4+PjaETlcYtsNpvYm6yLc/peVOOnNZCxAaCQFNWLoGD6DGNYQJQoGz4HQqUL3MnJSeTP8vy47zwnWQ9OjTF3o6OjqlarQbVMTEwE2PIMDEfjZETs7u4GKEyniEK54LkS48BonZ6eand3V41GIygenzdPz2Td0RXonv8U27iwAuYGfNL5ciwXr7P4rty4xtLSUgTfzs76xQFelolgvfXWW5IU/BTNqEdHz5u4r6ysRONmrDmWj8mldd/i4qLy+bxqtZo6nY6+/PJLSf06cjcUHpknTYXoP2iRFBYsK/fMBmCxpSQSZlOkA5eOgp1q8OH/9+uhKKvVqn7729+GMMDJcS/kh75uOP/GPYI0rly5ouvXr+vq1auRs+qVYbhkL1680ObmZkSUMWpsOu+r4B3BLouCYHNCfdVqtZBxXzu4bOSLiqiJiYlEpzGpf3gtLVZZT7wK5gxUiGGi3wcpU3zOj3iHdkDWoSfGx8cTjfu9xSdAQlJijyEznDYMf48R4TMgRG/P6Rk5nkEEZXNychJdyJzCAlCkKw3JpJAUc4A3yl5GfjEm+/v7EfOQ+n2W8Qjm5+dDucMfd7tdbW9vhzfGNXlGqd+ilEC6p9FixIhZobTRNYAyvPZvQ8EXUsBwS94lCcXK5mYRmGgehs8zcrmc1tbWArVx0J4LMXXb165d0/7+friuTvTjBvV6PTUajRA6osFerTc0NKRGo6Ff//rXun79eii+O3fuJGq2QWcoUyqKQHEcGUOPCtwiV7quvNOuvudL83fnev19fA6l6B4Gg885H/yrX/1KxWIxNhf3gBF0Y8D1Xvf9CBz0xtLSksrlcrjgfB7jB/pFNlhf3DSMApuU+8FYX8bIZrORLgjlkM1mgwqQFIdAIgsYdOaRtccbKhaLwaeiSD3IBvXC3BDIQul4uh5uPx4XtEc2m41mM8wr64ciQ269+MbvB0MK0vdrtNvtQJrsO49VuBdMU/NMJhNgCsPCczjXiqH3oDBGhqwQMhaYCygO1sbBDfLKmoDoUYyg5Xq9rpGRkSgGcsoBsIKRY34JorL2gDOMD+vOvXjzIt77pvGdTkXGQnqAwANUIGDPDWWSQMP1el1bW1uxWN5ykmjy8PCwfvaznwXf6655Pp8PdwxinBS5Vqult99+W/l8PiYapYkS+vnPfx5CS3030WACHF4qKSl4vKtXr8YR5lhM32hYcw+2ubJCWfIaiwmNweL5IjPSiNcVu2eiLC8va2lpSa9evUpkQPhacF/p73Dul40pSdVqNVCDpxSB0g4PD/Xy5Uvt7OxEc2ueFzSMQnOZ8We4jNHr9fN9QbLwkzwf63ty0j/DjPVtNpsqFouq1+sRdMHwSP1MIDYkAAOOlsIWiiVAa6wV84xb601+6vV69HQAjMA7u/Lgu1g7z1TAK8ErAuGm89cJmvMaP9BM3W430Z+YIg5JkdbF+juV1uv14n7h0nkeWlRCa1CdBqBinkHjABVPT+McO+8FwZxD0VE0goGAyvC9SgEKc8T8ORhhX1Da7B7e68Z3oiCw+giRpEBZTqA7IvP0lVwup2azqcnJyZgg/xwc0dLSkl6+fKnV1dWgKbA2XJsNAvFPlPXJkye6du2a7ty5E+/5xz/+odHRUS0uLur999/X8+fP9cc//lHNZjMqgJh8KAc2T6/Xi1xlos4oYA8ysOlcwfEa8+W8kM+nu/vMbzrtx/lkhNcpDYRvfHxcP/3pT0OgnRbydLu08nVrnRY+rDwRan8OotXb29uSFJQDG91zJ50CIcJOP4/LGMyxR9d5Xo4fJ/oPr8czdTqdOAKHPFbWlOtCtYDCPKgKYqZxOyjUvU0MmaRwhwEdTt3xnSgn9kSz2Yzz4ji9xivDuEcpmTLpucbp9UMuQLb0ghkdHU2k7EEbOIVHtoXUr8zEMAGqCO47yMI4oYABS5xGwf1jsHgmFDrzxh4vFArRKtR1j1NuxJdI36PoiD1B7jT3IikyRtAZnqaZHt/5WHoWhwcFGbliYIIdqTFRk5OTKpfL2tnZkdR3YbGYV69e1fr6uk5OTrS0tCSp3x8YIfOARq/XCy5ufX1d9+7d0+3bt/XRRx8FLXHlyhV9/vnnyuVyWlpaUqVS0e9//3t1Oh01Gg01Go0QnqOjowgUslnYlCBNlKHUP93Y3SIPkLmF9Hv2EmeMk88zm0tSBCvTtIFnVjjC/fDDD/WHP/whIrNvyp7w+3OPxZEaCII1dCWKe7a2tqZGoxGeA4YRoXb6wQs+pGRp9vc9QOMYF9xGpw2QTwoRstlsnNwC/0mqEptdUvRDQHm4Mfa+1J5SRVGBG0vmxwsZ+A4QM+l+XlhBkBqjOTo6qr29vUQKqKdtuWuPHDAvGBo3nq5Y8XzIs8XoIK/wuHgZ3J8HQMvlcvSoSAct8XrhodEVzA1eOdeF8kBxuqzxnd1uN9pwMq8YUM9smp6eTtw/+4b9SwAUg1WpVNTtdoNGedP4TsfSk7/JZmUiWDQnnT3dyl3zXq+XINydL+12u/r6668DZeC2wGe2Wq1IfifCfHraP8cL1Hl6ehpHa9NYpVKp6K9//auOj4/14sULTU9Pq9VqaXl5WZlMRrdu3dLu7q7W19dDCCRFn14S2FkYNhU50c4DS0oouHTGAv86GkaI/O/84JaiHHgv13faIJPJ6Ac/+IGWlpYSx+wQ0ADB4hrzOxubNWSTg9x4JjYsn9/b24sMEwwH72WTEpDCWLF2vP/bkML/euAGc1+gQ6gINhnrjSeGEc1kMpGDSnCJfrVwnvRf5vtKpZK63W4oX8plkROfQ1LDvLABlEUTHWgElDz/d6qMZ3Caz1EfzX8IQLJnDw8Ptb+/H5VfKGlOgUFe0QX5fD7QI4jZ29j2ej1tbW2pVCrF4QV0FvQAI5wyBt2fg++kSRd8OjLY6XQCfHhGC4YD7lxSxJicWoW/pqcySnZ0dDQyIkg/8/3IvXtHtjeNC5+IAQGOYMLjeRDKUa9Hwj1yyqaEf/VjW3q9XhwPhHWnXp2IJ4EFuhbRRhAhWFxcVC6X0+bmZjTZPj4+1gcffBCoO5vNRlu59fV1HR8fa3V1NRoOSQoagkM+SRNCCYImyHFFwNLKxIOSPuDX0gFL5pu5wpKDKNzD4DMIFkpxYmJCt2/fjvt1jtgpiTQydiTsQTsKXhBmD9bs7e1pd3dXksJQIAcErfBCUFDpzZS+j+9z+BE/5Ix7xgIdt5B9mnU3m03Nzc0lMgpAtijqer2uQqGQ6JuA0iMAl832z/hjrovForrdbpw5yPqimFCebHyax3gaHRwzivjsrN8jhD0o9avcoNPwcrn+yMhIFC+AJv0YeO81zHMQD6L3gnt/BO0AR97JzZFqOn5AuwEM2tnZ+cklZ2f93F4yQDAcTjsQ6GM+T09PA/2y16V+HxY+jwfnniy6zEvQ8VrIhHid5+njQpCDL0e7e8oUfJS70x54YrOxCMViMThVrBuRYVAbgTmsiwfDOHSQRG0q8hqNhpaWlrS2thZ9gAkSPHr0SCsrK/rwww9VLBa1vLwcbhmHIZLa8uTJk3gWuB6QG8/Xbrcjqkq1Ee46yMfRP9d3Hlfq50zzu6enOe/mr/E6P69LTcvlcvrFL34RVpgcUQ/wsPG5d348cZ6N/vz5cz19+jQOHmVjdLvdQLcEMrxV4fHxsXZ3d8OQIQcgFUdFlzE8gInSoIggl8slUB7J93CpxWJRm5ubgYwJvGxubobSAxWCckFVIDDPHWddyuVyuNPO/ZMzTK4qnPTe3p5GR88P/SQHnvxvaAyoAYKMXB9qCyNNSiagg2enDS0ghPxdDE6pVAq07dV33HOv14uG845E02cmciQUyprfnY5z/UNVKnOHR+D0CrLoeetjY2OR/kdhSTabTZSF00SINWAQL+AeoRqYV2JRpKm9aVyYgmABKZjASmJ1EWipr0zcvcVCkG5TLpcDOVWrVRWLxThZA1qBB3cSHCJ+YmJCh4eHeu+997S6uqrT01PNz89raGhIX3zxhd5+++1QIK1WS8+ePdPs7Kw++ugjdbtdPX36NDIdSHR3l59F4AcF3Ov11Gw2tbe3p8XFxbgvT6uS+seS8BmGUwzu+nuAzQfvcYXsbph7D37N999/X1tbW+p0OlpfX49SVIyGUwusE5vXjQmu7r///W9Vq1WVy+Xg0U5OToLqkfoJ/CAfcrS9FNRbFjK+LV/yfzlIpYIPJDgMgvRsAKcDQLNewUXQ5erVq0FnuIGlmMDXGpnzaixeHxsbSzSkkRQ89NnZWdB4KCEUPFF9V6rQCF6thnJC9vP5fFB+TvURf2FPn5ycJKgHruOeIfsTWYK3RXmWy+WI+6TnEnSOR0GzLTIaPB6E58lceBohdADBPgcxUG/eSKjVan1jL4LKkV9kwE9fhmIBTbM//1Mp8oUVsKMtR2JurUCrTCqfQ4jYlKSMgX7IheQ7yJOU+v0XxsbGtLOzE5YNC4PbCAE+Pj6uf/3rX7p37556vZ5+85vfqFAo6ODgQI8fP9bk5KS++uqrsNaemgK6RfgoRcUyotw2NjYi+Ee03LlYfveAjgdWXGk6CgOBuoLiPaQyeXDDP8/3MuczMzOamZnRl19+qbW1tVDAIBv4N889dV6ZNfAkdjYAMrC/vx+FLUdHR+Gqklh/dHSUOEYd4ccAuEd1GQMEhLy68fMCBXJLneNG2UnJkvFsNhspSygJntUNHTQE88hnncZhUFCAnLMWnlnh+8XTNvE8kWMMC/Lf7XYjok9mkqeWuktOcQIuN3vHESJIFeWOInWqg/+z/zwTw9EkVAPZUihOp1PIQvAyboKadEJD2aK4uUenDEnhI+e32+1GsRXHFGUymSijZ07a7bYqlUo8O+sGEn/TuHA/YIQPxYfF9w3s1AQKxQU7nz+vRIPoxupjhVFOnsLBJoaTYoK4h42NjURToHfeeUcvX76MKqJPP/000rNKpZJWV1f18OHDEAiaw0gKV4SOX+Pj4+E6+/28fPkycW4UzyopgYbT7gvz4EE0d7UYIGG32mx4bxWZTh0DGXMPxWJRT548SXTjwmOBu/Y+DWmjg8C1Wi2NjY1FQ35Qca1WU7PZ1MHBgRqNhk5OTmIdOG2WfE6MTy6Xi2ALHOJlURAMmq4QaEHGAAtsPkAE6BZ5QWF5Kpi71BgZ0BR7BQXE37LZbJT9ojAAGXgnzJXnI3OfvAf3udfrRV8L7sPf70oUrlVS0BdSP1YBCEBJgix5ThQfHCjI1/N/QftQMh7oAy3DJYO2R0ZGtLe3p2q1Gk15vCgDGoWshEajEUgfowU1Q3YD95HNZkMZS3369PDwUJVKJWJQ5PcCNpkH1tLT8Mh6+U/jwgiYxSLRGCVI5Y8rDQ/kIFhwOScnJ9Fkh/d4SSFoF26LiQEZO23g94YwdDodffzxx/rb3/4WKVRDQ0OqVqvRpwD+jGO9sZL8cH8o4VwuF5vu2bNnqtfr+vGPfxxHiSNg7r6ATHjNKQMPsME7ppP3XanzL4rsdSjY75/5n52dVbfbjVJr8m6p+OO7oCVGR8+7Sk1NTYUX4IEdjoUiWLS2tqaNjQ1tbm5GoC2bzUZ70JmZmeAC3YVjvpAnR3vf5/A1oKjBuWBQjOf8et4664A3h2HJ5/snbmcy/dMwJMXpvWRSACyk/rFFKEsUJcE0DC6oFAVE5SPPAYUHXYbRrNfrQUNhpFlPFJYHqvhBsXsjGxSp5wxLCm8SZXd4eBh50ij7tBLGsOH2Qw0ho3SD29nZSfQQAbTgYRCTAtS02+0I1DNnFNU4H00MC1lkDtFV6ATWSOqf7cf3YSiZUy8we924cBaEC5/TCt5RKP2FzgMjaNvb27py5UrC7SIYNzIyEqdNIGgocIRDUiIpvt0+P5tub29P3e55vubMzIw+/vhjraysREeqr776Si9evAjeGqFj4XlONhIIFwEZGhrS9va2Hjx4oOnpaU1NTYVy5rMov/Rzvy7TIZ3N4ErZX3e0i4FxRZ/OsnCqZG5uTsViMZE9ArIgkIMg8p2Tk5NaXFzU/Py8bty4oevXr6teryfS/U5OTrS1tRUKeHt7Owwqmxy0zIm5GCEMDe7o/wUt/C8HSoROWt6gBRcYhYLSAoyggEGMrmj9Odkfvv4YZ1f0IEIPaOGuozhAxqx9o9EIJcH1XKa88GF6ejrygiVF4QN/96brzl23Wq3IgvHnkvppfAAoB0fEbtgbeLbcPzQKRow5xwv17+HYLY+VoPhBpZRXuzed9hw8LoO3CHKFcsMAMzwY6J4HHnSz2YznRVFj9N40LpQFkc1mtbCwoIWFhVAyWEQUMNDe0Z4rNpAQN1qr1ULB4BJQ3857mAQElEUmwRzrTuT16dOnWl1dje+7fft2BFjefvvtmDh4KKdHuFcUL+lDGJ/Dw0P985//VCaT0fLysqrVagJ1MhAQqV/7z+IxR/6vB9j4cS7XXV6u78gDIeQafLbXO8/tvHnzZgjExMRENDSisg/Xjf4ZT5480b1793R0dKTl5WVNTU3FOoOqDg4O9PXXX+vx48eq1WpxfZQ5edPcI6mL5E2DHjhJ+zIH1VT0IYCD9e5ioCi6zAEQPCB9dnaeZUJrStbbnxelRuNz37goARA3CjqtzFBOAB73Yjwvn/lG1ryjG56o7wXuzZUv1AevO2rFu200GpL6VX9OmzGXPBsBeIJ+zBlBO7Iszs76jYHIqSYFjmfEGOH5Ap7w5qhZ4HW4bs9gIBZxenoa6Jo9z/WZOweDABn3zAuFgqrVahgYvL43jQsp4JGRkUBFxWIxOFNvGOKuNorOXWg4MwJAtJjM58/7NpB0DSdIpJ1mJAgTrhdWic5qJMM/ePBAn332mbrd8zzKyclJjY+Pq1qtRr6wIwAsHhNbLpejuxT89tnZme7fvx+pbuQaI9ygD6cZXBG7ombDpF/zwKa3+GTTeDDO0TJ/cx7eeePbt28naAqQMG0FaWZP9ZJ0Xn45PT0dRubg4CAO92y321pdXdUnn3yi9fX1UAzwwgij88fcj1dIgfC8HPT7Hsgfp3SQXkZw0hGrpFAMKL/h4fNjtUBCZC6QG0uADxSHUqdzGalrzCGBJO4F+ZP6570hU6RR8XcUoqNfvEzpHECAMnlu5AmPCAXrlByfBfl7tV4mk4mDFLgm78Mzc8SJbONpgK4pN6ZsOl0IxVrhBUh979jTInkWQBnInAAoegMki6GUFFlV0CakkvFM0FNDQ0Nxrp5TKcg/cp6O0aTHhY+lJypOQxA2/tDQUJxa4QqHz+FSsSCeLI0gMzEeWZb6fVWlfvNnzxqA14FbwqXZ2trS3//+d127dk2zs7Pa2NjQ2tpaKF4PCnogZWJiIjpZkdLS7Xb1+eef6/Hjx7p27ZquX7/+jc2ZRsH+HShK0PDrqAoXOP98OpsEofU8XFf+XJfP93rn7T+pxMK9Y/5w82gwJCnBB8Jjzs7ORh/k9fV1/elPf9LDhw91cnJ+RJSkaKxdqVSUz+e1u7urvb29WHsUvdSPlPP9l6mAAQaek4thQ/GAfEB5khKBaDfkrCWBIGgyUJPUj76DjHFXMVx4digqAnbOS3IdvAgqwtztRnby+bxmZmYkKTxMjKqnG/r3+N4tlUoJRcfrDGIYcNdUwrE3PX+fAiyMUzabjRQzz+xA36B48QokBU/NHgRdswbk75L2CH0CqmX9MCSAgmw2m+iIiPcGd8znULC8j/vDkwdE/tc4YBQtrqsrBSy/u758MZYGpQAsx5q7FfaH5oGA81S0HR4eam5uTsPDw6rX6zo+PtbNmzdVq9VioXu981JP3MUXL17onXfe0aNHj0KYXYGhfDn+CDddUnC+9Xpdt27d0vLyciirtIJ0+gXBQPH6M6azHZxDduXJJvKMCt7DRmTO4f7SGwPeb2FhQU+ePAnKAQTOvXN9jClexunpaeT97uzs6MGDB7p7967u378f3gku5djYWHgPoC0G2SRkFjD3BHQvSwGzhk5DMD9Sn5bibD1HelL/pGwi7K1WK87Kc76UTX9wcJBoXkWxBWsHFUFQm766dEvDeA8PD2t/fz8yHjy311Gx901BeZERhDeIooYLda40k+n3kwAgYWwIfJGahizzO5yvN9BifgmKeWUfHhHggEo07hlvNz1/ksLzgk7BO8WTYW789IxOp5MotEkHw720+/T0NHGABDEBZIGYAM/usaE3jQufikxwii/3Cjepz3cimDxoOnUGXtBREALENZhAaqpR/ESQR0dHg0Mm8rm3t6e33npL29vbkd0wNTWl4+Nj/eUvf9Hc3FwIgrssKMxKpRLHTNdqNa2srGhjY0OlUkk/+clPNDc3l6gvR4mxkRlElbGQoCKnK5gLV7pSsvMZ102nsvkm42+u3J0HlhTd5R4+fJgIEvF55928VwN8I2lC9+7d06effqpXr16p3W5HAyQ+Nz09HbwvaW+ZTCaR1ub9DFDwGLvLGKAfD5SxHshj2vMicEhgjPxZ6BU2KRF1lCZ8p1NWUp9zJXuENcDlBQl7hgTcsOedYgRA3+7tQCtQ7EBJNUbcQQB0BEoEg4Cixm1Hdri2p+3xrFyT/UzKHcrfqQGpnwZGHAGD4K6+B748RU5SeGzMDUACvtfjSyhogpLcIzERgs65XC4oh6OjowAZToGQhuc8Pvv/TeNCCvj09PyIDpAw1U8sMgrGeUyP3LMQV65c0fPnzyNS7grMNzvpNChp3D1QLsp4Z2dHu7u70RtieHhYs7OzWl9fV6FQULPZ1J07d/T8+fPocOZBBH5w5er1elynXC7rgw8+ULlcjoY8/kyOXh35eqAjHfl3pY0QQIukLaajYef1uAdH1R4VTtMRnU5Ht2/f1p///OcQYhCPBwkpzMClbrVa2tra0uHhob744gt98skngQJwu9gM1WpV1WpVnc75oZyUoMKvEiMgo4OzwDyYdBkDBexBEwK6Z2fnB8Ay96RXsbGQ//HxcTWbzVhnlKwHbAhyobgI+pCmJ53Lw8TERNBMzo2jxPmbpyKCOjOZTEKWvMcFypDXMpl+tgp0gR9hhWFlT+7v7wfyBBgVCoUEhcYeZd2ZMxQcXsTh4aF2d3cjhTOXywUi9gINkCzP1el0VKlUYg4wQlCIKExiHz5PKHWa6zAffIb9sLGxofn5+dA7GD7ei/HCO2CPoo+Ih1E48m3jwhQER0GTKA6SlRQoxwfKxpUB9fM0wnG6gnQYgg9YLkmRJM5DFYtFLSwsaHNzU51OJxqQP3v2THfu3IlTC6jN/+EPf6jPPvss7gsUzMLyHMViUbOzs3H2FDXwLFA6Usy9s7mcOkBJu+J015bfsaRSsjVkmjf2IJzze2x27ol/uU4mk9HMzIwmJiaC3+LvuGS4hmSzsAHu3r0bQTc2lrf8Iz8WoaYwA6VaLBbjeHTmwSsX3bW9jOFRePhfijGkPnXABnfkxOcJ9rL20AooI+IdkjQzM6Pj42MdHBwkTqtGYXnvBJSL1OfIvRQZMESwDzqQDAeGe3kgyeHhYRUKhTAwBOuQUxA+ssxeRm7wBCQFCEvTbpTsIksEaguFQngRACDmwoPHBDjhdpExkKxnAXk3uJGRkfgc985+hCKAaydYSjoe7RHIysCr4J5B1sgKa4fM4P2kkfnrxoXzgDmaxUluJhqrBY/i6I3Pu7DDm3huqx/tAfdIms7ExIRqtVpMVq1W08zMTAgbDXYePXqk7e1tzc7O6vnz53G0Ua1WU6lU0ubmZlhJFPz4+LgqlUqUMeO+4WI6UmczelaBPx9/d44wvVmclvC8QTdWruilPr3jSp73IbSgS+YVtIXRXFpa0t27d8NV9mitP6uvHb0k4NVxz0B8ZIuQjgSK6nQ60QKUEk+S32ne45zlZQ1HjeR8b21thQIulUrfKLxA7vk5ODhQs9nU+Ph4Ik8aFI3Sk5INqZAN0qBQGuSoowSRVe6BazLwaPhOd9fpYSsprssRYNAb2Ww20uxA2ZQoQ0WgxJgzPAfmBgXN88Gtcl+5XL+CU0oGIdM6QurXGyCTXAvPwz0wDAvVsr4HMJyAEbIufD97HxOUOIoUYwt6hqLgOfH2kQ30wvj4uLa2tr5V9i7cgDWTyUTJKRzSzMyMFhYWNDc3F1yiI0UmA0G/f/9+4rwnXufmgf4IFZCf4+X5DOki7733XrjLs7OzymazevXqVSDylZWV4I1evXoVaSwoHbqyTU1NqVQqqVKpRLc2V2TSN0+M8Of01xEg5/tYLP7u8+P/d2vtwQAUMYvNQmPUnM9GQWOhEebl5eVEpZcLoac8+Zoh0FTIIeSSomjm7Oz8NOTd3d3wUoaGhlSpVOK8tV6vF/mztKcEUV4W/cBgLgEWROI9RxQk5Fyx58dKfTRMkJFNivHF6GDkABeg3rOzs8jCcbfer0X7U7wIz3YguAYPTWMhDDBNrDzDA7e52+1GMM2brzsXzbPmcrkADYAQaByME8ie8+SgFQmk93o97e7uxtx6JzEMB0EtjALzxf1Q+g7goZhrf38/PgcaR5YPDw/DIHlapGdDQTWS0cH7yBihQtGDcOxV7hEP5ttk+8KHcjIxEN3lcjnQ78LCQuSJIsz+Lws3Pz+vUqkUhxCy0T0NC2u5vb0dEeVSqZQ4kiWbzWp7e1u3bt1SNpvV/fv3wxVst9va3NzU4uJipE1NTk7qxo0b0RkKBV+tVjU7Oxt0Q1r5pTMaEETn83g+pwCkZGMcBNV/92tjvNLpbVj9WLRU4M8RhPPAKGFey2Qyevfdd2OeuWdvSuIK2XM5yY2Gx0Uh+9l4GBfWtFAoaHZ2NjIfOF5nb29PBwcHseF4Zjb09z263W54SaBR0ogcVRKMcWNIqS355+12W7VaLdG4/eDgIIySGyK+iwAmiod2k8wzyJe1ggrDvUUevAcHpzqDlOlzwV5rNBqhKCkRpj1mJpOJ+I5nOoEIPbgm9WU8TbeBPAlYQcd4mlu1Wg1jB8pE3phP9I6DDO6DJk/M88nJSSjlTCYTPDb7w5Uo+5hCj2y2f0gp3wtvvb+/H5WfGBDAA1kXkhLImj3ybdTahRFw2j0AvRKI8VMpfHATaR7Xy41Bl6S6wamdnZ2pWq3G5BMg4Qjxw8ND3bx5MyKrIK6Tk5Oo0Nrb24usiF/+8peRx0zKGUElUK3U75XrAuX36hPrSNk5bUeSKME0bYDgovRdebv1THNsHuxE4SI0CJ2j3F6vp/n5eU1NTQWCwK1iU4Fc2QC4fvC4nm6FHKBghoaGQoALhYKmpqZULpdjs7VaLdVqNdVqtUT12PDwsObn5xPpcN/nwC09OjrS5uZmwjNjI3tGi8c8crlcNPDhPVBpVFCRpge/68FkUBvGnFSzbDYbygqwAY2zs7MTAAhe3dM1pX7OPpV9IG+nDuGwQW+gNZQPvRBQcMijB53xWnu9XoJmoJEV3oDHP2gL4LENGuxwPW/ByZzxvdCG3puCqlWMGid7oC8wZPv7+3E/GATmwCk/1ouKUcABdBQ0EaPZbEaCAsaOWoJvS0X7TgqY9CHIe7eK8JJuDaWkldze3o7J9k5GvV4vgl1YO1yDGzduhHuBS0de3srKit59991IQseieU/hjY0N7e/v69mzZ2q1WvrRj36kqakpzczMJLglDzQ4D+uKFKOTVnAYJU9h8ui+c8avc0s81Yx7cUXvaIThVANK2NckjZBHRkZ069YtlcvlQBbMJQnqoBV+xsbGVCqVgjenqXar1dLOzk54MnB1acHle3Z3dyPDBFd1ZGRE1Wo1EORlDJBaoVDQ9PR0NFFB8aGwcIFBvR5kIfCTy+VULpcjwATCJQWPgyC73W6UK5dKpWiOxABxIocoreHhYVUqleijguEvl8sRuCPAB12HIuZ6UBJE8kGXoGGMI4oOI+SoPh3vAG1jzD0YyUBZsr8x5uxxTzmDUnDEiq5gv8JLt9vthFLl+zH87FUv5KAWAENA3n+hUEjQRE7HUfnLWjggwxCiEzBmvqavG5mLRJ4zmcy2pBf/5w8MxmBcbPyg1+tNf99fOpDrwfgfjzfK9YUU8GAMxmAMxmD898blHUM7GIMxGIPx//kYKODBGIzBGIxLGgMFPBiDMRiDcUljoIAHYzAGYzAuaQwU8GAMxmAMxiWNgQIejMEYjMG4pDFQwIMxGIMxGJc0Bgp4MAZjMAbjksZAAQ/GYAzGYFzS+H/474a0gcp/LgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import cv2\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "img = cv2.imread('01_Picture/13_Lena.jpg',0)\n",
    "img_float = np.float32(img) # 输入图片转换成 np.float32 格式\n",
    "dft = cv2.dft(img_float, flags = cv2.DFT_COMPLEX_OUTPUT) # 傅里叶变换\n",
    "dft_shift = np.fft.fftshift(dft) # 将低频值，频率为 0 的部分转换到中间的位置\n",
    "\n",
    "# 得到灰度图能表示的形式\n",
    "magnitude_spectrum = 20 * np.log(cv2.magnitude(dft_shift[:,:,0],dft_shift[:,:,1])) # 对两个通道进行转换才能得到图像形式表达，由于转换后的值为非常小的数值，因此还要转换到 0-255 之间        \n",
    "plt.subplot(121), plt.imshow(img,cmap = 'gray')\n",
    "plt.title('Input Image'), plt.xticks([]), plt.yticks([])\n",
    "plt.subplot(122), plt.imshow(magnitude_spectrum, cmap = 'gray')\n",
    "plt.title('Magnitude Spectrum'), plt.xticks([]), plt.yticks([]) # 越往中心频率越低(被 shift 拉到中间)，越往两侧频率越高\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(Text(0.5, 1.0, 'Result'), ([], []), ([], []))"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import cv2\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "img = cv2.imread('01_Picture/13_Lena.jpg',0)\n",
    "img_float32 = np.float32(img)\n",
    "\n",
    "# DFT ( 傅里叶变换 )\n",
    "dft = cv2.dft(img_float32, flags = cv2.DFT_COMPLEX_OUTPUT)\n",
    "dft_shift = np.fft.fftshift(dft)\n",
    "\n",
    "rows, cols = img.shape\n",
    "crow, ccol = int(rows/2), int(cols/2) # 中心位置\n",
    "\n",
    "# 低通滤波\n",
    "mask = np.zeros((rows,cols,2),np.uint8)\n",
    "mask[crow-30:crow+30,ccol-30:ccol+30] = 1 # 只保留中心点周围的区域，中心点为最低频的\n",
    "\n",
    "# IDPT (傅里叶逆变换)\n",
    "fshift = dft_shift * mask # 用掩码提取 dft_shift 中相应区域，是 1 就保留，不是 1 就过滤了\n",
    "f_ishift = np.fft.ifftshift(fshift) # 把拉到中心位置的频谱区域给还原回去，依旧回到左上角\n",
    "img_back = cv2.idft(f_ishift)\n",
    "img_back = cv2.magnitude(img_back[:,:,0],img_back[:,:,1]) # 将实部和虚部结合起来，才能将傅里叶变换的结果显示出来  \n",
    "\n",
    "plt.subplot(121),plt.imshow(img,cmap='gray')\n",
    "plt.title('Input Image'), plt.xticks([]), plt.yticks([])\n",
    "plt.subplot(122), plt.imshow(img_back,cmap='gray')\n",
    "plt.title('Result'), plt.xticks([]), plt.yticks([])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(Text(0.5, 1.0, 'Result'), ([], []), ([], []))"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import cv2\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "img = cv2.imread('01_Picture/13_Lena.jpg',0)\n",
    "img_float32 = np.float32(img)\n",
    "\n",
    "dft = cv2.dft(img_float32,flags=cv2.DFT_COMPLEX_OUTPUT)\n",
    "dft_shift = np.fft.fftshift(dft)\n",
    "\n",
    "rows, cols = img.shape\n",
    "crow, ccol = int(rows/2), int(cols/2) # 中心位置\n",
    "\n",
    "# 高通滤波\n",
    "mask = np.ones((rows,cols,2),np.uint8)\n",
    "mask[crow-30:crow+30,ccol-30:ccol+30] = 0 # 中间区域置 0，外面的区域置 1\n",
    "\n",
    "# IDFT\n",
    "fshift = dft_shift * mask\n",
    "f_ishift = np.fft.ifftshift(fshift)\n",
    "img_back = cv2.idft(f_ishift)\n",
    "img_back = cv2.magnitude(img_back[:,:,0],img_back[:,:,1])\n",
    "\n",
    "plt.subplot(121),plt.imshow(img,cmap = 'gray')\n",
    "plt.title('Input Image'), plt.xticks([]),plt.yticks([])\n",
    "plt.subplot(122),plt.imshow(img_back,cmap='gray')\n",
    "plt.title('Result'),plt.xticks([]),plt.yticks([])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.6.3",
   "language": "python",
   "name": "python3.6.3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": false,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
